id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
21,589 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009891.152 | 55.189 | 6.861 | 60.960 | -85 | -84 | -83 | -68 | -71 | -75 | -72 | -66 |
| B | 1723009812.173 | 129.057 | 6.197 | 60.960 | -79 | -80 | -76 | -100 | -83 | -69 | -67 | -70 |
| C | 1723010390.167 | 94.246 | 43.885 | 60.960 | -80 | -79 | -78 | -83 | -82 | -78 | -73 | -72 |
| D | 1723010073.146 | 57.736 | 86.032 | 60.960 | -78 | -76 | -83 | -77 | -81 | -73 | -72 | -72 |
| E | 1723009942.149 | 93.397 | 45.478 | 60.960 | -78 | -76 | -75 | -81 | -81 | -75 | -72 | -68 |
| F | 1723010075.155 | 47.547 | 85.713 | 60.960 | -80 | -78 | -82 | -65 | -72 | -77 | -77 | -75 |
| G | 1723009774.139 | 148.586 | 73.491 | 60.960 | -84 | -85 | -77 | -85 | -74 | -77 | -79 | -85 |
| H | 1723010573.167 | 196.133 | 0.000 | 60.960 | -86 | -88 | -81 | -95 | -100 | -83 | -85 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009629.157
- **Target RSSI fingerprint:** [-96, -93, -85, -88, -100, -87, -89, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
206.32211824119406,
4.060735702514648,
60.96
] | 8 |
5,683 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994666.236 | 5.094 | 55.696 | 51.816 | -78 | -79 | -78 | -88 | -84 | -78 | -80 | -74 |
| B | 1731994469.265 | 8.491 | 52.909 | 51.816 | -75 | -76 | -78 | -86 | -86 | -82 | -78 | -73 |
| C | 1731994847.226 | 72.170 | 16.429 | 51.816 | -94 | -94 | -79 | -77 | -74 | -73 | -71 | -75 |
| D | 1731994938.235 | 73.868 | 0.265 | 51.816 | -100 | -86 | -87 | -97 | -97 | -91 | -97 | -84 |
| E | 1731994556.237 | 61.982 | 110.317 | 51.816 | -82 | -84 | -100 | -92 | -86 | -85 | -85 | -71 |
| F | 1731994705.237 | 90.001 | 44.562 | 51.816 | -98 | -86 | -80 | -83 | -80 | -83 | -75 | -68 |
| G | 1731994286.226 | 21.227 | 79.436 | 51.816 | -88 | -100 | -81 | -75 | -82 | -85 | -72 | -71 |
| H | 1731994725.209 | 119.718 | 68.250 | 51.816 | -99 | -100 | -88 | -88 | -85 | -85 | -87 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994817.217
- **Target RSSI fingerprint:** [-81, -86, -87, -79, -85, -80, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92532482039763,
84.33325290679932,
51.816
] | 8 |
36,842 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696780.150 | 40.756 | 28.677 | 42.672 | -77 | -81 | -81 | -78 | -76 | -81 | -80 | -63 |
| B | 1723696907.139 | 35.662 | 14.279 | 42.672 | -100 | -70 | -100 | -68 | -100 | -77 | -78 | -73 |
| C | 1723696433.135 | 29.718 | 23.396 | 42.672 | -75 | -81 | -79 | -74 | -75 | -77 | -75 | -61 |
| D | 1723696655.154 | 122.268 | 57.275 | 42.672 | -78 | -75 | -77 | -78 | -85 | -78 | -74 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696782.149
- **Target RSSI fingerprint:** [-77, -86, -80, -77, -73, -74, -71, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526194778836,
25.17390727996826,
42.672000000000004
] | 4 |
42,726 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698473.144 | 21.227 | 39.453 | 51.816 | -84 | -77 | -77 | -82 | -80 | -85 | -81 | -79 |
| B | 1723698374.137 | 76.418 | 80.273 | 51.816 | -78 | -78 | -76 | -74 | -75 | -72 | -74 | -69 |
| C | 1723697770.107 | 0.000 | 60.009 | 51.816 | -100 | -100 | -81 | -96 | -100 | -100 | -100 | -79 |
| D | 1723698356.151 | 16.133 | 49.140 | 51.816 | -87 | -76 | -71 | -74 | -73 | -79 | -73 | -65 |
| E | 1723698299.154 | 85.758 | 26.236 | 51.816 | -70 | -79 | -73 | -72 | -75 | -73 | -75 | -69 |
| F | 1723698191.146 | 42.454 | 62.729 | 51.816 | -85 | -74 | -64 | -75 | -72 | -76 | -72 | -71 |
| G | 1723698044.172 | 123.967 | 45.478 | 51.816 | -70 | -75 | -100 | -73 | -77 | -72 | -74 | -100 |
| H | 1723698423.163 | 64.531 | 49.618 | 51.816 | -78 | -74 | -62 | -76 | -77 | -74 | -69 | -67 |
| I | 1723697796.138 | 3.396 | 60.951 | 51.816 | -94 | -100 | -95 | -89 | -100 | -100 | -97 | -69 |
| J | 1723698029.164 | 96.796 | 91.659 | 51.816 | -73 | -82 | -100 | -70 | -75 | -70 | -73 | -72 |
| K | 1723698069.154 | 69.625 | 43.859 | 51.816 | -75 | -78 | -73 | -73 | -76 | -75 | -70 | -67 |
| L | 1723698156.168 | 79.814 | 50.255 | 51.816 | -100 | -73 | -78 | -100 | -76 | -70 | -72 | -64 |
| M | 1723698372.152 | 67.927 | 75.920 | 51.816 | -80 | -82 | -81 | -73 | -76 | -74 | -75 | -70 |
| N | 1723698390.164 | 112.079 | 67.480 | 51.816 | -79 | -72 | -81 | -77 | -78 | -72 | -76 | -77 |
| O | 1723698095.151 | 18.680 | 49.644 | 51.816 | -100 | -82 | -80 | -84 | -78 | -78 | -76 | -75 |
| P | 1723698027.161 | 95.947 | 90.132 | 51.816 | -75 | -83 | -84 | -72 | -74 | -74 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698436.149
- **Target RSSI fingerprint:** [-87, -74, -74, -82, -76, -77, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.605206368602325,
60.11481285095215,
51.816
] | 16 |
9,540 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007047.175 | 204.624 | 4.406 | 42.672 | -91 | -91 | -97 | -102 | -91 | -88 | -91 | -94 |
| B | 1723006444.150 | 22.925 | 38.484 | 42.672 | -91 | -82 | -100 | -82 | -87 | -100 | -83 | -83 |
| C | 1723006271.139 | 137.548 | 73.916 | 42.672 | -89 | -89 | -82 | -89 | -86 | -80 | -84 | -83 |
| D | 1723006263.155 | 136.699 | 84.811 | 42.672 | -67 | -72 | -86 | -80 | -82 | -75 | -84 | -79 |
| E | 1723006467.135 | 40.755 | 83.179 | 42.672 | -87 | -91 | -72 | -85 | -73 | -70 | -81 | -78 |
| F | 1723007049.156 | 202.077 | 4.247 | 42.672 | -99 | -100 | -106 | -101 | -97 | -91 | -103 | -102 |
| G | 1723006951.151 | 157.926 | 62.212 | 42.672 | -73 | -79 | -80 | -83 | -74 | -69 | -74 | -71 |
| H | 1723006026.174 | 203.775 | 1.261 | 42.672 | -83 | -90 | -100 | -88 | -97 | -100 | -75 | -88 |
| I | 1723006805.152 | 19.528 | 54.382 | 42.672 | -91 | -70 | -73 | -71 | -84 | -87 | -76 | -63 |
| J | 1723006340.156 | 16.132 | 81.520 | 42.672 | -86 | -85 | -77 | -79 | -84 | -86 | -78 | -75 |
| K | 1723006348.165 | 0.000 | 79.728 | 42.672 | -88 | -87 | -69 | -81 | -81 | -82 | -81 | -79 |
| L | 1723006282.154 | 152.831 | 19.760 | 42.672 | -82 | -84 | -83 | -86 | -72 | -69 | -70 | -80 |
| M | 1723006475.159 | 79.812 | 87.558 | 42.672 | -89 | -86 | -71 | -87 | -79 | -75 | -80 | -73 |
| N | 1723006657.136 | 54.340 | 38.869 | 42.672 | -89 | -86 | -79 | -80 | -85 | -88 | -77 | -66 |
| O | 1723006533.145 | 94.246 | 11.174 | 42.672 | -85 | -90 | -100 | -91 | -86 | -88 | -81 | -84 |
| P | 1723006883.161 | 48.397 | 39.426 | 42.672 | -87 | -86 | -100 | -78 | -84 | -84 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006257.142
- **Target RSSI fingerprint:** [-84, -83, -76, -83, -84, -78, -79, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
152.8311984618214,
64.48076725006104,
42.672000000000004
] | 16 |
29,079 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698224.135 | 124.816 | 42.399 | 51.816 | -82 | -75 | -77 | -78 | -79 | -73 | -76 | -75 |
| B | 1723697990.151 | 35.662 | 29.221 | 51.816 | -80 | -81 | -78 | -83 | -77 | -79 | -76 | -66 |
| C | 1723698115.136 | 50.945 | 5.229 | 51.816 | -84 | -75 | -82 | -75 | -80 | -76 | -73 | -69 |
| D | 1723698013.140 | 34.813 | 59.624 | 51.816 | -80 | -87 | -75 | -77 | -79 | -78 | -75 | -75 |
| E | 1723697944.161 | 62.832 | 15.287 | 51.816 | -82 | -71 | -76 | -73 | -80 | -75 | -73 | -68 |
| F | 1723697992.135 | 29.718 | 26.594 | 51.816 | -84 | -80 | -76 | -79 | -81 | -78 | -77 | -65 |
| G | 1723698043.152 | 122.268 | 48.211 | 51.816 | -72 | -69 | -73 | -70 | -71 | -74 | -72 | -100 |
| H | 1723698257.166 | 55.191 | 64.905 | 51.816 | -82 | -85 | -78 | -78 | -74 | -78 | -75 | -68 |
| I | 1723698125.144 | 95.947 | 31.637 | 51.816 | -78 | -69 | -73 | -72 | -69 | -72 | -73 | -68 |
| J | 1723698010.149 | 22.076 | 53.387 | 51.816 | -80 | -89 | -80 | -82 | -79 | -80 | -76 | -76 |
| K | 1723698432.141 | 55.191 | 66.432 | 51.816 | -75 | -81 | -78 | -77 | -74 | -77 | -76 | -65 |
| L | 1723697918.170 | 11.038 | 60.712 | 51.816 | -100 | -84 | -76 | -80 | -76 | -73 | -77 | -82 |
| M | 1723697988.151 | 44.152 | 33.720 | 51.816 | -79 | -100 | -78 | -100 | -83 | -77 | -75 | -67 |
| N | 1723698128.155 | 110.381 | 38.418 | 51.816 | -75 | -69 | -100 | -72 | -74 | -70 | -73 | -74 |
| O | 1723698095.151 | 18.680 | 49.644 | 51.816 | -82 | -100 | -77 | -84 | -78 | -78 | -76 | -75 |
| P | 1723698027.161 | 95.947 | 90.132 | 51.816 | -83 | -75 | -76 | -72 | -74 | -74 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698029.164
- **Target RSSI fingerprint:** [-82, -73, -100, -70, -70, -75, -73, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79578624531969,
91.65850162506104,
51.816
] | 16 |
15,761 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839324.182 | 137.548 | 117.257 | 51.816 | -85 | -88 | -86 | -88 | -78 | -78 | -80 | -71 |
| B | 1722838865.196 | 31.415 | 107.424 | 51.816 | -79 | -73 | -73 | -85 | -72 | -67 | -76 | -85 |
| C | 1722838892.161 | 108.680 | 148.177 | 51.816 | -87 | -87 | -84 | -86 | -87 | -86 | -68 | -78 |
| D | 1722839232.174 | 106.133 | 171.812 | 51.816 | -85 | -89 | -85 | -87 | -72 | -75 | -81 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838714.196
- **Target RSSI fingerprint:** [-77, -76, -75, -80, -81, -77, -100, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.37750133408103,
20.303678512573242,
51.816
] | 4 |
18,781 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010056.153 | 84.057 | 42.558 | 60.960 | -77 | -78 | -77 | -80 | -68 | -68 | -74 | -78 |
| B | 1723010409.159 | 25.472 | 44.230 | 60.960 | -81 | -75 | -79 | -83 | -68 | -72 | -69 | -64 |
| C | 1723010225.156 | 112.925 | 87.067 | 60.960 | -83 | -85 | -77 | -70 | -71 | -80 | -84 | -74 |
| D | 1723010245.146 | 148.586 | 35.074 | 60.960 | -77 | -82 | -76 | -70 | -79 | -80 | -81 | -81 |
| E | 1723009961.128 | 24.623 | 44.442 | 60.960 | -88 | -86 | -82 | -90 | -78 | -80 | -84 | -78 |
| F | 1723010447.141 | 109.529 | 86.921 | 60.960 | -87 | -87 | -78 | -71 | -69 | -85 | -86 | -72 |
| G | 1723010010.156 | 132.454 | 86.324 | 60.960 | -83 | -83 | -81 | -73 | -67 | -80 | -74 | -77 |
| H | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -89 | -96 | -95 | -88 | -100 | -91 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010343.142
- **Target RSSI fingerprint:** [-84, -80, -76, -79, -82, -75, -78, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07591498376267,
8.22763442993164,
60.96
] | 8 |
11,057 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006739.139 | 152.831 | 8.135 | 42.672 | -85 | -84 | -87 | -86 | -81 | -77 | -76 | -84 |
| B | 1723006540.157 | 80.661 | 43.593 | 42.672 | -83 | -89 | -87 | -82 | -86 | -88 | -77 | -66 |
| C | 1723006533.145 | 94.246 | 11.174 | 42.672 | -88 | -88 | -86 | -86 | -91 | -90 | -81 | -84 |
| D | 1723006672.147 | 16.981 | 50.454 | 42.672 | -89 | -80 | -76 | -86 | -75 | -75 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006648.145
- **Target RSSI fingerprint:** [-87, -84, -88, -86, -86, -79, -76, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.1893412138607,
39.4395637512207,
42.672000000000004
] | 4 |
23,149 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940947.181 | 1.698 | 32.645 | 51.816 | -80 | -81 | -78 | -73 | -73 | -75 | -79 | -66 |
| B | 1725941234.164 | 37.359 | 25.200 | 51.816 | -86 | -85 | -83 | -78 | -78 | -76 | -78 | -73 |
| C | 1725941250.147 | 1.698 | 42.505 | 51.816 | -87 | -82 | -78 | -70 | -72 | -73 | -71 | -73 |
| D | 1725940772.140 | 105.284 | 0.478 | 51.816 | -81 | -81 | -73 | -70 | -62 | -67 | -70 | -70 |
| E | 1725940964.139 | 55.189 | 21.631 | 51.816 | -85 | -78 | -80 | -74 | -71 | -72 | -76 | -72 |
| F | 1725940823.167 | 53.491 | 21.817 | 51.816 | -80 | -82 | -79 | -75 | -75 | -71 | -76 | -65 |
| G | 1725940928.148 | 22.076 | 69.975 | 51.816 | -82 | -62 | -77 | -71 | -75 | -76 | -78 | -70 |
| H | 1725941014.159 | 62.831 | 71.434 | 51.816 | -70 | -80 | -76 | -78 | -77 | -77 | -78 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940781.155
- **Target RSSI fingerprint:** [-86, -84, -77, -78, -78, -74, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68070941724952,
3.9280319213867188,
51.816
] | 8 |
30,882 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693265.178 | 165.572 | 18.499 | 60.960 | -82 | -78 | -84 | -84 | -82 | -76 | -72 | -80 |
| B | 1723693277.142 | 145.194 | 2.243 | 60.960 | -79 | -83 | -74 | -100 | -71 | -72 | -80 | -67 |
| C | 1723693375.146 | 177.459 | 111.763 | 60.960 | -78 | -78 | -78 | -69 | -83 | -74 | -75 | -75 |
| D | 1723693317.165 | 168.119 | 84.307 | 60.960 | -74 | -79 | -85 | -77 | -82 | -77 | -78 | -81 |
| E | 1723693060.141 | 106.985 | 25.280 | 60.960 | -82 | -74 | -100 | -75 | -79 | -76 | -80 | -73 |
| F | 1723693540.149 | 213.970 | 68.595 | 60.960 | -82 | -75 | -63 | -79 | -78 | -76 | -77 | -68 |
| G | 1723693043.140 | 28.869 | 62.835 | 60.960 | -100 | -100 | -90 | -76 | -77 | -73 | -84 | -76 |
| H | 1723693103.160 | 146.043 | 83.829 | 60.960 | -80 | -76 | -75 | -75 | -79 | -76 | -77 | -67 |
| I | 1723693189.157 | 121.419 | 64.162 | 60.960 | -78 | -76 | -83 | -80 | -80 | -76 | -70 | -68 |
| J | 1723693368.140 | 202.932 | 132.399 | 60.960 | -75 | -72 | -68 | -72 | -81 | -100 | -76 | -69 |
| K | 1723692888.171 | 5.095 | 67.759 | 60.960 | -96 | -100 | -82 | -100 | -100 | -99 | -100 | -72 |
| L | 1723693295.176 | 118.023 | 59.465 | 60.960 | -84 | -100 | -80 | -79 | -77 | -74 | -72 | -67 |
| M | 1723693202.141 | 131.608 | 37.529 | 60.960 | -82 | -78 | -100 | -78 | -81 | -100 | -69 | -74 |
| N | 1723693218.161 | 168.968 | 65.702 | 60.960 | -78 | -75 | -65 | -72 | -74 | -74 | -75 | -62 |
| O | 1723693184.139 | 140.948 | 79.795 | 60.960 | -80 | -78 | -77 | -83 | -79 | -78 | -71 | -68 |
| P | 1723693661.150 | 180.855 | 34.065 | 60.960 | -77 | -75 | -83 | -77 | -76 | -71 | -73 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693072.142
- **Target RSSI fingerprint:** [-78, -73, -80, -82, -74, -69, -100, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.684545221893,
3.1583499908447266,
60.96
] | 16 |
36,617 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698368.157 | 50.096 | 67.214 | 51.816 | -86 | -80 | -78 | -77 | -81 | -72 | -72 | -73 |
| B | 1723697926.134 | 29.718 | 24.112 | 51.816 | -88 | -79 | -100 | -76 | -78 | -80 | -77 | -74 |
| C | 1723698386.145 | 100.192 | 84.625 | 51.816 | -85 | -80 | -78 | -77 | -71 | -72 | -78 | -76 |
| D | 1723698332.150 | 78.965 | 50.242 | 51.816 | -100 | -72 | -74 | -100 | -72 | -68 | -71 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698043.152
- **Target RSSI fingerprint:** [-69, -100, -74, -70, -72, -71, -72, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.26836157303539,
48.211283683776855,
51.816
] | 4 |
17,537 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999594.146 | 39.057 | 11.333 | 42.672 | -80 | -84 | -75 | -88 | -88 | -83 | -70 | -81 |
| B | 1722999481.139 | 135.850 | 94.273 | 42.672 | -85 | -85 | -87 | -91 | -88 | -79 | -74 | -82 |
| C | 1722999551.140 | 56.887 | 89.801 | 42.672 | -100 | -87 | -92 | -80 | -84 | -85 | -88 | -76 |
| D | 1723000092.159 | 93.397 | 49.233 | 42.672 | -83 | -78 | -80 | -75 | -70 | -74 | -86 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999573.160
- **Target RSSI fingerprint:** [-91, -85, -81, -83, -83, -88, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.79249782245277,
65.82107543945312,
42.672000000000004
] | 4 |
24,555 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941200.156 | 87.454 | 69.789 | 51.816 | -74 | -76 | -80 | -79 | -75 | -79 | -76 | -71 |
| B | 1725940958.158 | 26.321 | 25.930 | 51.816 | -83 | -76 | -74 | -77 | -68 | -74 | -76 | -70 |
| C | 1725940947.181 | 1.698 | 32.645 | 51.816 | -80 | -81 | -76 | -79 | -75 | -73 | -73 | -66 |
| D | 1725941089.146 | 84.058 | 73.889 | 51.816 | -68 | -82 | -79 | -76 | -77 | -78 | -79 | -64 |
| E | 1725941084.140 | 64.529 | 91.154 | 51.816 | -72 | -83 | -82 | -75 | -80 | -78 | -80 | -67 |
| F | 1725940822.168 | 54.340 | 23.873 | 51.816 | -81 | -84 | -76 | -76 | -75 | -76 | -74 | -66 |
| G | 1725941141.145 | 6.793 | 65.874 | 51.816 | -90 | -75 | -74 | -79 | -75 | -64 | -73 | -63 |
| H | 1725941003.158 | 71.322 | 81.002 | 51.816 | -77 | -81 | -77 | -80 | -76 | -75 | -79 | -70 |
| I | 1725941451.152 | 33.963 | 27.125 | 51.816 | -100 | -68 | -70 | -100 | -100 | -69 | -57 | -100 |
| J | 1725940847.169 | 2.547 | 39.267 | 51.816 | -79 | -100 | -100 | -70 | -100 | -100 | -100 | -71 |
| K | 1725940801.178 | 74.718 | 73.916 | 51.816 | -76 | -75 | -75 | -78 | -76 | -77 | -75 | -71 |
| L | 1725941110.172 | 102.737 | 29.553 | 51.816 | -88 | -84 | -75 | -81 | -74 | -77 | -75 | -66 |
| M | 1725941445.168 | 36.510 | 28.200 | 51.816 | -100 | -69 | -71 | -100 | -100 | -61 | -61 | -100 |
| N | 1725941364.153 | 54.340 | 25.081 | 51.816 | -87 | -86 | -100 | -79 | -70 | -74 | -73 | -73 |
| O | 1725940818.142 | 56.888 | 41.457 | 51.816 | -87 | -78 | -77 | -75 | -74 | -78 | -80 | -60 |
| P | 1725941036.161 | 20.378 | 28.385 | 51.816 | -80 | -85 | -77 | -74 | -70 | -73 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941190.149
- **Target RSSI fingerprint:** [-69, -82, -100, -72, -69, -78, -68, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68070941724952,
52.89572715759277,
51.816
] | 16 |
5,373 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723002934.175 | 84.057 | 11.187 | 51.816 | -76 | -81 | -83 | -84 | -78 | -77 | -70 | -69 |
| B | 1723003360.153 | 30.566 | 9.289 | 51.816 | -79 | -87 | -80 | -77 | -77 | -100 | -77 | -69 |
| C | 1723002818.145 | 124.812 | 92.919 | 51.816 | -91 | -88 | -82 | -87 | -80 | -74 | -82 | -81 |
| D | 1723003190.127 | 91.699 | 47.004 | 51.816 | -89 | -87 | -82 | -77 | -85 | -78 | -85 | -63 |
| E | 1723002860.166 | 76.416 | 18.685 | 51.816 | -82 | -79 | -86 | -85 | -87 | -74 | -76 | -78 |
| F | 1723003121.172 | 5.943 | 78.070 | 51.816 | -77 | -81 | -70 | -69 | -66 | -79 | -68 | -72 |
| G | 1723003128.158 | 14.434 | 48.025 | 51.816 | -73 | -79 | -74 | -71 | -73 | -81 | -68 | -70 |
| H | 1723003215.140 | 8.491 | 58.151 | 51.816 | -86 | -85 | -91 | -85 | -89 | -88 | -80 | -79 |
| I | 1723003153.151 | 84.057 | 10.762 | 51.816 | -75 | -81 | -84 | -82 | -83 | -79 | -71 | -69 |
| J | 1723002834.136 | 131.605 | 16.601 | 51.816 | -81 | -77 | -82 | -72 | -80 | -66 | -73 | -78 |
| K | 1723003230.155 | 22.076 | 89.535 | 51.816 | -79 | -79 | -87 | -83 | -82 | -79 | -69 | -81 |
| L | 1723003195.153 | 68.774 | 45.305 | 51.816 | -100 | -75 | -76 | -72 | -73 | -79 | -100 | -61 |
| M | 1723003318.152 | 66.227 | 90.172 | 51.816 | -91 | -89 | -85 | -92 | -84 | -88 | -86 | -82 |
| N | 1723003432.157 | 11.887 | 51.516 | 51.816 | -85 | -87 | -89 | -84 | -89 | -91 | -81 | -78 |
| O | 1723003053.144 | 133.303 | 18.154 | 51.816 | -77 | -79 | -78 | -67 | -79 | -69 | -70 | -71 |
| P | 1723003304.157 | 73.019 | 53.121 | 51.816 | -86 | -80 | -85 | -90 | -81 | -75 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003173.137
- **Target RSSI fingerprint:** [-81, -81, -75, -82, -67, -72, -73, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90651911201869,
31.3313627243042,
51.816
] | 16 |
14,089 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008518.139 | 150.284 | 25.293 | 51.816 | -88 | -88 | -82 | -89 | -84 | -82 | -76 | -73 |
| B | 1723008579.168 | 31.415 | 85.236 | 51.816 | -82 | -71 | -83 | -73 | -79 | -70 | -100 | -100 |
| C | 1723008094.157 | 71.321 | 41.032 | 51.816 | -87 | -100 | -77 | -79 | -75 | -75 | -74 | -74 |
| D | 1723008146.183 | 111.227 | 89.535 | 51.816 | -88 | -69 | -85 | -76 | -86 | -84 | -75 | -65 |
| E | 1723008248.163 | 25.472 | 42.824 | 51.816 | -68 | -76 | -81 | -74 | -66 | -73 | -100 | -67 |
| F | 1723008523.147 | 144.341 | 45.119 | 51.816 | -78 | -81 | -92 | -84 | -82 | -84 | -71 | -73 |
| G | 1723008338.156 | 15.283 | 55.974 | 51.816 | -74 | -77 | -76 | -76 | -77 | -65 | -77 | -77 |
| H | 1723007937.159 | 144.341 | 58.536 | 51.816 | -79 | -71 | -73 | -76 | -84 | -83 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008097.156
- **Target RSSI fingerprint:** [-81, -100, -79, -83, -74, -74, -79, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.03810586882576,
40.80641269683838,
51.816
] | 8 |
23,430 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939407.173 | 14.434 | 65.848 | 42.672 | -78 | -77 | -72 | -74 | -74 | -75 | -74 | -68 |
| B | 1725939351.137 | 35.661 | 110.104 | 42.672 | -76 | -77 | -79 | -78 | -74 | -75 | -71 | -70 |
| C | 1725939436.171 | 33.114 | 19.335 | 42.672 | -77 | -78 | -100 | -78 | -75 | -74 | -77 | -78 |
| D | 1725939310.161 | 28.868 | 17.066 | 42.672 | -83 | -77 | -70 | -71 | -72 | -69 | -74 | -78 |
| E | 1725939334.144 | 12.736 | 82.674 | 42.672 | -76 | -78 | -73 | -77 | -77 | -74 | -71 | -66 |
| F | 1725939691.148 | 63.680 | 79.582 | 42.672 | -76 | -75 | -77 | -76 | -75 | -74 | -79 | -62 |
| G | 1725939370.153 | 99.341 | 51.768 | 42.672 | -74 | -72 | -73 | -73 | -78 | -79 | -76 | -60 |
| H | 1725939417.158 | 6.793 | 53.838 | 42.672 | -76 | -79 | -75 | -76 | -74 | -73 | -78 | -62 |
| I | 1725939560.140 | 54.340 | 96.595 | 42.672 | -80 | -72 | -75 | -77 | -77 | -79 | -75 | -67 |
| J | 1725939393.157 | 77.265 | 36.467 | 42.672 | -76 | -75 | -71 | -76 | -76 | -72 | -73 | -63 |
| K | 1725939532.139 | 9.340 | 60.646 | 42.672 | -69 | -72 | -71 | -76 | -68 | -74 | -66 | -68 |
| L | 1725939259.327 | 100.190 | 29.407 | 42.672 | -75 | -77 | -73 | -79 | -76 | -75 | -69 | -61 |
| M | 1725939484.162 | 65.378 | 79.994 | 42.672 | -75 | -70 | -76 | -71 | -71 | -76 | -80 | -68 |
| N | 1725939295.135 | 55.189 | 36.109 | 42.672 | -72 | -79 | -75 | -78 | -79 | -78 | -77 | -59 |
| O | 1725939253.135 | 95.096 | 10.112 | 42.672 | -84 | -79 | -82 | -78 | -78 | -77 | -81 | -86 |
| P | 1725939333.143 | 11.887 | 77.658 | 42.672 | -74 | -78 | -73 | -73 | -77 | -75 | -71 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939829.162
- **Target RSSI fingerprint:** [-79, -77, -75, -76, -77, -74, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5472040624630203,
41.775150299072266,
42.672000000000004
] | 16 |
11,402 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000012.189 | 5.943 | 86.390 | 42.672 | -88 | -85 | -74 | -90 | -83 | -82 | -90 | -76 |
| B | 1723000070.145 | 138.397 | 18.990 | 42.672 | -89 | -87 | -82 | -88 | -79 | -78 | -71 | -83 |
| C | 1722999462.153 | 84.906 | 17.636 | 42.672 | -84 | -72 | -71 | -86 | -81 | -84 | -69 | -76 |
| D | 1723000007.145 | 31.415 | 87.598 | 42.672 | -80 | -73 | -77 | -84 | -74 | -68 | -100 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999553.152
- **Target RSSI fingerprint:** [-77, -72, -77, -86, -81, -85, -85, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.698422529362794,
88.5266923904419,
42.672000000000004
] | 4 |
7,264 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999916.132 | 59.434 | 94.764 | 42.672 | -82 | -82 | -84 | -82 | -82 | -86 | -68 | -100 |
| B | 1723000178.143 | 101.038 | 42.399 | 42.672 | -80 | -82 | -75 | -83 | -73 | -78 | -68 | -60 |
| C | 1722999671.126 | 2.547 | 76.676 | 42.672 | -92 | -92 | -93 | -92 | -91 | -91 | -84 | -82 |
| D | 1722999942.136 | 136.699 | 75.761 | 42.672 | -85 | -77 | -83 | -83 | -76 | -82 | -72 | -62 |
| E | 1722999705.167 | 131.605 | 96.701 | 42.672 | -82 | -82 | -82 | -79 | -71 | -77 | -68 | -70 |
| F | 1722999540.126 | 68.774 | 76.703 | 42.672 | -85 | -83 | -87 | -88 | -87 | -81 | -70 | -74 |
| G | 1722999969.152 | 92.548 | 12.686 | 42.672 | -89 | -89 | -81 | -81 | -81 | -81 | -89 | -70 |
| H | 1722999775.153 | 64.529 | 92.415 | 42.672 | -86 | -79 | -77 | -83 | -85 | -74 | -75 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999783.128
- **Target RSSI fingerprint:** [-92, -94, -84, -84, -87, -88, -92, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.320929062004485,
89.01769638061523,
42.672000000000004
] | 8 |
40,197 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691552.147 | 218.215 | 109.096 | 51.816 | -77 | -78 | -71 | -81 | -66 | -71 | -73 | -74 |
| B | 1723691350.155 | 221.611 | 103.283 | 51.816 | -79 | -78 | -71 | -79 | -66 | -72 | -73 | -73 |
| C | 1723691267.140 | 145.194 | 19.003 | 51.816 | -100 | -100 | -100 | -83 | -100 | -100 | -69 | -70 |
| D | 1723691066.105 | 0.000 | 75.429 | 51.816 | -100 | -100 | -100 | -100 | -86 | -75 | -100 | -100 |
| E | 1723691686.142 | 122.268 | 53.227 | 51.816 | -77 | -81 | -77 | -81 | -100 | -76 | -67 | -69 |
| F | 1723691548.144 | 225.008 | 97.020 | 51.816 | -78 | -83 | -72 | -81 | -68 | -76 | -75 | -73 |
| G | 1723691103.139 | 7.642 | 76.185 | 51.816 | -100 | -95 | -100 | -99 | -88 | -75 | -87 | -100 |
| H | 1723691376.140 | 164.723 | 103.469 | 51.816 | -81 | -84 | -79 | -73 | -79 | -76 | -80 | -79 |
| I | 1723691758.158 | 206.328 | 138.967 | 51.816 | -100 | -79 | -69 | -79 | -69 | -73 | -82 | -75 |
| J | 1723691248.161 | 60.285 | 57.501 | 51.816 | -79 | -79 | -100 | -100 | -100 | -79 | -75 | -75 |
| K | 1723691752.152 | 218.215 | 114.470 | 51.816 | -74 | -82 | -70 | -81 | -68 | -72 | -76 | -73 |
| L | 1723691381.126 | 146.043 | 87.001 | 51.816 | -78 | -85 | -83 | -70 | -84 | -77 | -78 | -79 |
| M | 1723691302.193 | 151.137 | 99.647 | 51.816 | -100 | -80 | -84 | -78 | -80 | -73 | -78 | -78 |
| N | 1723691846.147 | 230.102 | 91.008 | 51.816 | -81 | -86 | -77 | -79 | -79 | -100 | -81 | -81 |
| O | 1723691773.132 | 174.912 | 113.462 | 51.816 | -76 | -86 | -79 | -77 | -83 | -80 | -78 | -80 |
| P | 1723691851.164 | 213.970 | 72.961 | 51.816 | -82 | -86 | -79 | -82 | -84 | -100 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691314.120
- **Target RSSI fingerprint:** [-77, -74, -100, -74, -79, -82, -100, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
169.8171821446843,
92.17604637145996,
51.816
] | 16 |
18,540 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833967.151 | 88.303 | 79.436 | 60.960 | -80 | -88 | -76 | -82 | -80 | -74 | -80 | -75 |
| B | 1722833694.154 | 127.359 | 64.189 | 60.960 | -100 | -82 | -90 | -81 | -82 | -84 | -73 | -81 |
| C | 1722833902.163 | 92.548 | 100.842 | 60.960 | -86 | -81 | -91 | -85 | -88 | -82 | -80 | -77 |
| D | 1722833707.146 | 86.604 | 106.906 | 60.960 | -89 | -81 | -91 | -89 | -89 | -83 | -81 | -79 |
| E | 1722833822.138 | 43.302 | 24.882 | 60.960 | -100 | -91 | -91 | -83 | -84 | -77 | -78 | -82 |
| F | 1722833980.192 | 113.774 | 81.148 | 60.960 | -80 | -88 | -83 | -83 | -80 | -91 | -81 | -76 |
| G | 1722833113.144 | 67.076 | 1.672 | 60.960 | -88 | -96 | -100 | -81 | -87 | -97 | -81 | -97 |
| H | 1722834015.161 | 67.076 | 2.906 | 60.960 | -78 | -85 | -89 | -83 | -81 | -77 | -74 | -81 |
| I | 1722833704.151 | 96.793 | 95.613 | 60.960 | -100 | -83 | -90 | -81 | -84 | -85 | -77 | -75 |
| J | 1722833748.158 | 23.774 | 42.439 | 60.960 | -87 | -88 | -76 | -87 | -89 | -76 | -90 | -75 |
| K | 1722833768.163 | 78.963 | 71.302 | 60.960 | -84 | -87 | -76 | -78 | -79 | -76 | -83 | -77 |
| L | 1722833650.164 | 33.963 | 87.014 | 60.960 | -85 | -84 | -82 | -100 | -88 | -79 | -82 | -86 |
| M | 1722833496.149 | 128.208 | 63.300 | 60.960 | -85 | -95 | -88 | -80 | -84 | -83 | -81 | -88 |
| N | 1722833511.152 | 81.510 | 111.922 | 60.960 | -86 | -81 | -90 | -88 | -87 | -81 | -82 | -81 |
| O | 1722833564.164 | 51.793 | 48.278 | 60.960 | -91 | -93 | -79 | -86 | -90 | -77 | -85 | -78 |
| P | 1722833486.161 | 113.774 | 50.626 | 60.960 | -74 | -77 | -82 | -76 | -61 | -80 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833964.149
- **Target RSSI fingerprint:** [-86, -89, -78, -81, -84, -79, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26469260441763,
69.78891849517822,
60.96
] | 16 |
26,286 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940820.154 | 55.189 | 32.021 | 51.816 | -100 | -78 | -76 | -77 | -82 | -76 | -79 | -60 |
| B | 1725941022.146 | 54.340 | 29.288 | 51.816 | -83 | -78 | -77 | -74 | -81 | -78 | -75 | -58 |
| C | 1725941242.143 | 0.000 | 31.982 | 51.816 | -83 | -76 | -75 | -69 | -84 | -75 | -71 | -70 |
| D | 1725941286.154 | 66.227 | 90.305 | 51.816 | -80 | -75 | -72 | -78 | -79 | -77 | -77 | -67 |
| E | 1725941174.151 | 97.643 | 15.739 | 51.816 | -84 | -100 | -78 | -73 | -83 | -74 | -76 | -70 |
| F | 1725941454.143 | 33.963 | 26.740 | 51.816 | -76 | -75 | -100 | -100 | -71 | -75 | -63 | -100 |
| G | 1725941451.152 | 33.963 | 27.125 | 51.816 | -72 | -70 | -100 | -100 | -68 | -69 | -57 | -100 |
| H | 1725941447.146 | 34.812 | 28.160 | 51.816 | -73 | -74 | -100 | -100 | -67 | -69 | -70 | -100 |
| I | 1725941339.161 | 6.793 | 64.813 | 51.816 | -80 | -72 | -80 | -72 | -75 | -70 | -72 | -64 |
| J | 1725941360.161 | 33.114 | 29.168 | 51.816 | -85 | -100 | -78 | -76 | -81 | -75 | -73 | -72 |
| K | 1725941291.170 | 84.907 | 73.651 | 51.816 | -85 | -79 | -76 | -80 | -82 | -77 | -79 | -63 |
| L | 1725940875.150 | 38.208 | 115.505 | 51.816 | -80 | -78 | -72 | -78 | -68 | -77 | -77 | -68 |
| M | 1725940984.162 | 106.134 | 36.454 | 51.816 | -80 | -76 | -71 | -74 | -84 | -76 | -76 | -63 |
| N | 1725940917.156 | 71.322 | 47.110 | 51.816 | -84 | -78 | -77 | -76 | -84 | -77 | -74 | -67 |
| O | 1725941011.156 | 65.378 | 86.019 | 51.816 | -85 | -79 | -84 | -75 | -84 | -76 | -79 | -66 |
| P | 1725941159.140 | 22.076 | 25.851 | 51.816 | -83 | -100 | -77 | -73 | -76 | -75 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941257.155
- **Target RSSI fingerprint:** [-76, -100, -72, -78, -58, -76, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339748465544881,
77.49900817871094,
51.816
] | 16 |
3,539 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000057.211 | 105.284 | 192.646 | 42.672 | -89 | -87 | -88 | -82 | -90 | -91 | -89 | -80 |
| B | 1732000125.222 | 119.718 | 156.498 | 42.672 | -82 | -89 | -82 | -81 | -89 | -77 | -83 | -83 |
| C | 1732000268.242 | 6.793 | 2.017 | 42.672 | -90 | -93 | -89 | -101 | -90 | -91 | -87 | -100 |
| D | 1731999651.217 | 71.321 | 185.480 | 42.672 | -77 | -89 | -100 | -89 | -88 | -65 | -69 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999696.227
- **Target RSSI fingerprint:** [-83, -85, -80, -92, -89, -79, -69, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.094692629743726,
103.6283826828003,
42.672000000000004
] | 4 |
38,500 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693247.142 | 228.404 | 79.782 | 60.960 | -79 | -100 | -83 | -80 | -86 | -88 | -81 | -100 |
| B | 1723693484.149 | 130.759 | 30.893 | 60.960 | -84 | -72 | -100 | -82 | -75 | -77 | -69 | -64 |
| C | 1723693082.142 | 142.646 | 23.290 | 60.960 | -80 | -70 | -81 | -78 | -72 | -80 | -68 | -62 |
| D | 1723693523.153 | 181.704 | 52.564 | 60.960 | -82 | -81 | -80 | -71 | -79 | -73 | -79 | -79 |
| E | 1723693341.138 | 217.366 | 69.776 | 60.960 | -75 | -76 | -76 | -81 | -62 | -79 | -76 | -67 |
| F | 1723693395.155 | 115.476 | 60.579 | 60.960 | -82 | -78 | -80 | -83 | -84 | -73 | -76 | -78 |
| G | 1723693067.139 | 137.552 | 10.364 | 60.960 | -80 | -81 | -73 | -83 | -100 | -100 | -72 | -78 |
| H | 1723693388.141 | 126.514 | 70.081 | 60.960 | -84 | -81 | -78 | -79 | -79 | -72 | -78 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693501.146
- **Target RSSI fingerprint:** [-80, -81, -76, -78, -74, -77, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.85374163261258,
77.3795747756958,
60.96
] | 8 |
31,963 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693218.161 | 168.968 | 65.702 | 60.960 | -72 | -78 | -75 | -75 | -65 | -74 | -74 | -62 |
| B | 1723693685.147 | 113.778 | 16.508 | 60.960 | -100 | -81 | -81 | -70 | -88 | -80 | -75 | -74 |
| C | 1723693799.151 | 5.095 | 68.011 | 60.960 | -100 | -94 | -100 | -102 | -92 | -90 | -96 | -79 |
| D | 1723693079.148 | 150.288 | 10.019 | 60.960 | -81 | -79 | -79 | -81 | -70 | -71 | -69 | -62 |
| E | 1723693524.151 | 183.403 | 48.052 | 60.960 | -82 | -72 | -79 | -68 | -100 | -81 | -76 | -100 |
| F | 1723693390.155 | 119.721 | 64.176 | 60.960 | -80 | -76 | -81 | -71 | -80 | -77 | -79 | -68 |
| G | 1723693538.134 | 207.177 | 61.203 | 60.960 | -77 | -77 | -75 | -77 | -63 | -79 | -76 | -66 |
| H | 1723693081.142 | 145.194 | 18.884 | 60.960 | -79 | -78 | -79 | -80 | -70 | -71 | -69 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693054.147
- **Target RSSI fingerprint:** [-73, -100, -76, -75, -100, -76, -70, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.8140732091599,
38.019633293151855,
60.96
] | 8 |
38,827 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693500.169 | 130.759 | 72.974 | 60.960 | -76 | -80 | -75 | -80 | -76 | -78 | -65 | -76 |
| B | 1723693525.140 | 185.101 | 44.297 | 60.960 | -78 | -83 | -100 | -82 | -79 | -78 | -100 | -70 |
| C | 1723693640.135 | 224.159 | 92.017 | 60.960 | -100 | -85 | -77 | -76 | -69 | -100 | -82 | -78 |
| D | 1723693182.151 | 148.590 | 86.151 | 60.960 | -77 | -100 | -74 | -69 | -81 | -74 | -69 | -73 |
| E | 1723693697.147 | 59.436 | 42.558 | 60.960 | -100 | -76 | -100 | -100 | -81 | -78 | -70 | -69 |
| F | 1723693269.150 | 150.288 | 4.286 | 60.960 | -79 | -80 | -86 | -83 | -82 | -76 | -77 | -71 |
| G | 1723693163.139 | 203.781 | 130.926 | 60.960 | -100 | -76 | -66 | -77 | -73 | -77 | -68 | -79 |
| H | 1723693558.147 | 209.724 | 118.133 | 60.960 | -100 | -74 | -66 | -80 | -79 | -77 | -69 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693276.139
- **Target RSSI fingerprint:** [-77, -85, -81, -100, -79, -79, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.04277225505854,
0.5308151245117188,
60.96
] | 8 |
34,186 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126708.133 | 117.174 | 87.677 | 42.672 | -85 | -84 | -82 | -71 | -85 | -70 | -81 | -83 |
| B | 1724126895.153 | 112.928 | 94.777 | 42.672 | -80 | -82 | -80 | -69 | -84 | -68 | -83 | -100 |
| C | 1724127001.174 | 49.247 | 12.673 | 42.672 | -86 | -100 | -100 | -75 | -74 | -87 | -60 | -67 |
| D | 1724126651.152 | 34.813 | 58.536 | 42.672 | -84 | -84 | -79 | -81 | -81 | -76 | -81 | -68 |
| E | 1724127019.145 | 41.605 | 63.393 | 42.672 | -84 | -100 | -76 | -87 | -77 | -76 | -70 | -65 |
| F | 1724126877.135 | 139.250 | 43.686 | 42.672 | -83 | -83 | -77 | -100 | -80 | -77 | -76 | -90 |
| G | 1724127145.126 | 127.363 | 70.174 | 42.672 | -100 | -83 | -85 | -84 | -85 | -83 | -89 | -86 |
| H | 1724126784.128 | 142.646 | 47.720 | 42.672 | -72 | -75 | -79 | -83 | -85 | -85 | -83 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127160.139
- **Target RSSI fingerprint:** [-75, -86, -73, -76, -81, -77, -72, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45741718874945,
36.86511039733887,
42.672000000000004
] | 8 |
33,842 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698018.157 | 57.738 | 70.651 | 51.816 | -83 | -76 | -84 | -76 | -76 | -70 | -73 | -72 |
| B | 1723698174.158 | 26.322 | 25.054 | 51.816 | -81 | -79 | -87 | -84 | -77 | -79 | -73 | -71 |
| C | 1723698057.141 | 88.305 | 26.926 | 51.816 | -100 | -70 | -75 | -77 | -72 | -65 | -72 | -62 |
| D | 1723698370.164 | 59.436 | 71.501 | 51.816 | -83 | -100 | -81 | -74 | -77 | -69 | -71 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698291.128
- **Target RSSI fingerprint:** [-80, -80, -75, -77, -74, -81, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.246978966917034,
6.064562797546387,
51.816
] | 4 |
37,011 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126981.138 | 110.381 | 26.315 | 42.672 | -89 | -91 | -92 | -89 | -91 | -88 | -89 | -84 |
| B | 1724127059.151 | 137.552 | 43.845 | 42.672 | -84 | -100 | -87 | -79 | -77 | -75 | -91 | -80 |
| C | 1724126874.159 | 131.608 | 40.568 | 42.672 | -89 | -100 | -87 | -84 | -79 | -79 | -92 | -80 |
| D | 1724127161.143 | 127.363 | 34.264 | 42.672 | -89 | -82 | -90 | -88 | -81 | -86 | -100 | -85 |
| E | 1724126886.141 | 129.910 | 63.180 | 42.672 | -89 | -68 | -86 | -84 | -75 | -84 | -100 | -76 |
| F | 1724126908.162 | 78.116 | 77.366 | 42.672 | -100 | -78 | -88 | -85 | -80 | -85 | -64 | -80 |
| G | 1724127201.145 | 20.378 | 79.927 | 42.672 | -100 | -82 | -81 | -82 | -100 | -100 | -65 | -79 |
| H | 1724126636.156 | 47.549 | 14.969 | 42.672 | -70 | -89 | -85 | -72 | -86 | -72 | -67 | -59 |
| I | 1724126753.141 | 45.002 | 30.402 | 42.672 | -70 | -100 | -78 | -68 | -84 | -69 | -71 | -54 |
| J | 1724126357.134 | 3.396 | 120.455 | 42.672 | -100 | -94 | -100 | -103 | -101 | -100 | -85 | -102 |
| K | 1724126857.124 | 91.701 | 35.644 | 42.672 | -73 | -100 | -71 | -81 | -79 | -71 | -75 | -73 |
| L | 1724127039.142 | 86.607 | 43.633 | 42.672 | -75 | -86 | -73 | -83 | -84 | -75 | -76 | -79 |
| M | 1724126883.130 | 137.552 | 49.074 | 42.672 | -86 | -68 | -87 | -81 | -77 | -81 | -85 | -78 |
| N | 1724126659.114 | 68.776 | 76.477 | 42.672 | -100 | -89 | -83 | -83 | -74 | -78 | -65 | -77 |
| O | 1724126888.149 | 124.816 | 72.496 | 42.672 | -83 | -70 | -81 | -85 | -68 | -84 | -100 | -78 |
| P | 1724126843.127 | 71.323 | 77.088 | 42.672 | -100 | -79 | -81 | -78 | -77 | -76 | -65 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126955.141
- **Target RSSI fingerprint:** [-100, -100, -81, -81, -78, -74, -85, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.26838509730717,
67.78509140014648,
42.672000000000004
] | 16 |
26,339 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941216.157 | 61.982 | 66.140 | 51.816 | -74 | -75 | -78 | -79 | -78 | -75 | -75 | -62 |
| B | 1725941446.240 | 35.661 | 28.160 | 51.816 | -100 | -100 | -100 | -71 | -100 | -65 | -70 | -100 |
| C | 1725940761.147 | 51.793 | 17.769 | 51.816 | -89 | -82 | -74 | -85 | -68 | -72 | -76 | -83 |
| D | 1725941185.151 | 103.586 | 35.724 | 51.816 | -82 | -76 | -71 | -85 | -70 | -75 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940882.160
- **Target RSSI fingerprint:** [-73, -78, -73, -84, -78, -76, -80, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.5291712164919,
91.49925708770752,
51.816
] | 4 |
14,248 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994934.219 | 68.774 | 0.106 | 51.816 | -100 | -98 | -71 | -93 | -100 | -97 | -96 | -91 |
| B | 1731994154.237 | 75.567 | 3.198 | 51.816 | -89 | -93 | -87 | -93 | -104 | -102 | -102 | -92 |
| C | 1731994679.211 | 16.132 | 81.865 | 51.816 | -91 | -84 | -100 | -87 | -76 | -83 | -73 | -74 |
| D | 1731994207.238 | 61.982 | 6.675 | 51.816 | -100 | -89 | -65 | -88 | -76 | -94 | -74 | -85 |
| E | 1731994369.221 | 28.868 | 78.574 | 51.816 | -82 | -80 | -88 | -81 | -82 | -79 | -76 | -72 |
| F | 1731994647.224 | 61.982 | 14.704 | 51.816 | -81 | -79 | -83 | -73 | -80 | -74 | -74 | -74 |
| G | 1731994830.235 | 114.623 | 59.438 | 51.816 | -89 | -85 | -85 | -81 | -77 | -72 | -70 | -75 |
| H | 1731994302.223 | 46.698 | 84.838 | 51.816 | -88 | -75 | -94 | -78 | -81 | -80 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994699.213
- **Target RSSI fingerprint:** [-91, -79, -85, -80, -82, -79, -73, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22688222549635,
64.29498195648193,
51.816
] | 8 |
13,241 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994157.238 | 71.321 | 2.415 | 51.816 | -91 | -85 | -98 | -102 | -88 | -100 | -97 | -84 |
| B | 1731994420.223 | 97.642 | 95.932 | 51.816 | -84 | -83 | -77 | -89 | -87 | -77 | -75 | -63 |
| C | 1731994455.207 | 62.831 | 16.017 | 51.816 | -86 | -98 | -83 | -76 | -84 | -79 | -74 | -80 |
| D | 1731994893.226 | 60.283 | 5.175 | 51.816 | -84 | -94 | -81 | -76 | -78 | -88 | -74 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994497.222
- **Target RSSI fingerprint:** [-92, -97, -79, -78, -77, -90, -71, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.962503705382744,
75.56153297424316,
51.816
] | 4 |
11,595 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999853.155 | 137.548 | 53.811 | 42.672 | -77 | -83 | -85 | -86 | -80 | -75 | -71 | -78 |
| B | 1723000104.152 | 33.962 | 47.097 | 42.672 | -88 | -91 | -87 | -81 | -81 | -75 | -88 | -65 |
| C | 1723000108.153 | 15.283 | 46.632 | 42.672 | -89 | -89 | -90 | -84 | -85 | -81 | -91 | -78 |
| D | 1722999522.140 | 79.812 | 9.541 | 42.672 | -83 | -87 | -72 | -78 | -84 | -82 | -89 | -72 |
| E | 1722999538.155 | 70.472 | 66.777 | 42.672 | -87 | -81 | -75 | -92 | -87 | -82 | -71 | -70 |
| F | 1722999488.136 | 136.699 | 88.819 | 42.672 | -84 | -88 | -100 | -87 | -88 | -88 | -83 | -75 |
| G | 1723000010.141 | 16.132 | 86.894 | 42.672 | -89 | -87 | -89 | -82 | -85 | -83 | -93 | -74 |
| H | 1722999993.143 | 67.076 | 87.518 | 42.672 | -80 | -82 | -79 | -90 | -82 | -77 | -71 | -72 |
| I | 1723000265.152 | 73.019 | 2.521 | 42.672 | -93 | -100 | -97 | -100 | -95 | -93 | -92 | -89 |
| J | 1722999914.162 | 48.397 | 93.835 | 42.672 | -87 | -80 | -69 | -86 | -82 | -88 | -67 | -79 |
| K | 1722999960.138 | 135.850 | 15.858 | 42.672 | -83 | -89 | -100 | -87 | -84 | -86 | -86 | -83 |
| L | 1722999462.153 | 84.906 | 17.636 | 42.672 | -86 | -74 | -72 | -71 | -81 | -84 | -69 | -76 |
| M | 1723000077.144 | 136.699 | 48.755 | 42.672 | -74 | -81 | -85 | -85 | -81 | -76 | -70 | -76 |
| N | 1722999518.143 | 91.699 | 11.811 | 42.672 | -82 | -89 | -78 | -80 | -82 | -84 | -84 | -70 |
| O | 1722999811.136 | 19.528 | 13.270 | 42.672 | -86 | -77 | -88 | -80 | -82 | -85 | -74 | -72 |
| P | 1723000096.146 | 73.019 | 48.782 | 42.672 | -81 | -88 | -76 | -79 | -83 | -83 | -88 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999576.135
- **Target RSSI fingerprint:** [-100, -74, -89, -81, -81, -79, -69, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746733679155,
52.03315258026123,
42.672000000000004
] | 16 |
13,273 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006446.144 | 18.679 | 46.513 | 42.672 | -74 | -100 | -76 | -84 | -100 | -76 | -80 | -74 |
| B | 1723006476.155 | 84.906 | 87.823 | 42.672 | -86 | -77 | -86 | -81 | -81 | -86 | -81 | -71 |
| C | 1723006483.145 | 118.869 | 90.239 | 42.672 | -90 | -77 | -89 | -85 | -75 | -88 | -100 | -65 |
| D | 1723006453.205 | 2.547 | 74.964 | 42.672 | -83 | -91 | -87 | -86 | -77 | -78 | -83 | -76 |
| E | 1723006384.143 | 104.435 | 9.502 | 42.672 | -86 | -81 | -92 | -79 | -79 | -88 | -84 | -85 |
| F | 1723006546.154 | 69.623 | 72.085 | 42.672 | -84 | -80 | -85 | -79 | -82 | -87 | -82 | -74 |
| G | 1723006680.142 | 1.698 | 78.309 | 42.672 | -83 | -82 | -86 | -84 | -76 | -76 | -82 | -76 |
| H | 1723006383.162 | 99.340 | 9.820 | 42.672 | -83 | -81 | -88 | -80 | -76 | -87 | -81 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006731.157
- **Target RSSI fingerprint:** [-85, -72, -83, -75, -100, -86, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
154.52932288917498,
16.866650581359863,
42.672000000000004
] | 8 |
26,518 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939407.173 | 14.434 | 65.848 | 42.672 | -72 | -74 | -78 | -74 | -77 | -74 | -75 | -68 |
| B | 1725939405.163 | 23.774 | 61.575 | 42.672 | -71 | -72 | -68 | -77 | -77 | -74 | -73 | -68 |
| C | 1725939809.138 | 45.001 | 51.715 | 42.672 | -72 | -76 | -78 | -73 | -75 | -74 | -74 | -67 |
| D | 1725939814.173 | 22.076 | 61.190 | 42.672 | -72 | -78 | -73 | -70 | -71 | -74 | -66 | -67 |
| E | 1725939326.139 | 5.094 | 43.235 | 42.672 | -74 | -74 | -75 | -76 | -76 | -67 | -74 | -73 |
| F | 1725939791.129 | 103.586 | 26.992 | 42.672 | -73 | -80 | -72 | -74 | -71 | -77 | -77 | -57 |
| G | 1725939565.143 | 73.869 | 79.158 | 42.672 | -77 | -77 | -78 | -77 | -73 | -77 | -75 | -66 |
| H | 1725939728.145 | 2.547 | 32.181 | 42.672 | -71 | -70 | -73 | -74 | -72 | -68 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939255.138
- **Target RSSI fingerprint:** [-72, -77, -80, -78, -76, -69, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79375437359478,
13.907356262207031,
42.672000000000004
] | 8 |
30,570 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698192.141 | 47.549 | 65.025 | 51.816 | -74 | -77 | -86 | -73 | -82 | -76 | -73 | -73 |
| B | 1723697924.160 | 25.473 | 34.171 | 51.816 | -100 | -100 | -73 | -74 | -79 | -71 | -73 | -71 |
| C | 1723698136.134 | 123.117 | 47.057 | 51.816 | -75 | -72 | -68 | -78 | -82 | -70 | -75 | -77 |
| D | 1723698566.146 | 5.095 | 59.040 | 51.816 | -100 | -100 | -100 | -90 | -94 | -100 | -104 | -79 |
| E | 1723698115.136 | 50.945 | 5.229 | 51.816 | -76 | -80 | -75 | -80 | -84 | -75 | -73 | -69 |
| F | 1723698044.172 | 123.967 | 45.478 | 51.816 | -77 | -72 | -70 | -100 | -75 | -73 | -74 | -100 |
| G | 1723698142.137 | 113.778 | 62.079 | 51.816 | -67 | -100 | -77 | -79 | -72 | -73 | -67 | -70 |
| H | 1723698416.157 | 80.663 | 21.830 | 51.816 | -100 | -72 | -73 | -70 | -76 | -73 | -100 | -69 |
| I | 1723698032.145 | 96.796 | 92.083 | 51.816 | -83 | -80 | -88 | -100 | -81 | -79 | -80 | -78 |
| J | 1723698159.154 | 65.380 | 43.567 | 51.816 | -76 | -72 | -100 | -76 | -80 | -100 | -74 | -64 |
| K | 1723698204.167 | 101.041 | 91.101 | 51.816 | -75 | -71 | -76 | -83 | -79 | -71 | -75 | -71 |
| L | 1723698298.173 | 80.663 | 23.900 | 51.816 | -74 | -78 | -70 | -82 | -83 | -72 | -74 | -69 |
| M | 1723698570.143 | 0.849 | 58.894 | 51.816 | -100 | -100 | -100 | -77 | -85 | -91 | -92 | -77 |
| N | 1723698202.151 | 94.249 | 87.903 | 51.816 | -77 | -73 | -78 | -84 | -80 | -73 | -76 | -69 |
| O | 1723697997.142 | 28.869 | 27.271 | 51.816 | -79 | -78 | -79 | -73 | -80 | -85 | -77 | -75 |
| P | 1723698074.142 | 59.436 | 66.033 | 51.816 | -74 | -80 | -79 | -81 | -75 | -75 | -70 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697984.173
- **Target RSSI fingerprint:** [-77, -76, -85, -74, -80, -87, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83235247503208,
42.95621395111084,
51.816
] | 16 |
3,691 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833086.142 | 67.925 | 0.000 | 60.960 | -71 | -100 | -85 | -100 | -100 | -87 | -67 | -83 |
| B | 1722833869.153 | 94.246 | 41.483 | 60.960 | -90 | -89 | -86 | -75 | -85 | -82 | -85 | -84 |
| C | 1722833859.168 | 56.887 | 74.699 | 60.960 | -87 | -88 | -85 | -72 | -85 | -83 | -85 | -77 |
| D | 1722833422.147 | 64.529 | 11.267 | 60.960 | -100 | -87 | -84 | -86 | -83 | -82 | -83 | -81 |
| E | 1722834091.161 | 65.378 | 6.370 | 60.960 | -84 | -85 | -99 | -101 | -84 | -94 | -80 | -98 |
| F | 1722833803.173 | 95.095 | 29.965 | 60.960 | -82 | -100 | -82 | -79 | -77 | -84 | -70 | -78 |
| G | 1722833437.164 | 6.793 | 55.138 | 60.960 | -100 | -78 | -85 | -93 | -83 | -77 | -83 | -76 |
| H | 1722833462.154 | 44.151 | 86.045 | 60.960 | -88 | -88 | -82 | -73 | -88 | -87 | -88 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833758.141
- **Target RSSI fingerprint:** [-88, -86, -93, -84, -82, -76, -89, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90594013634757,
37.369384765625,
60.96
] | 8 |
1,665 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841262.168 | 47.548 | 158.754 | 60.960 | -81 | -76 | -81 | -80 | -86 | -78 | -74 | -76 |
| B | 1722841417.173 | 110.378 | 94.565 | 60.960 | -83 | -91 | -80 | -80 | -70 | -80 | -77 | -74 |
| C | 1722841168.198 | 50.095 | 96.675 | 60.960 | -83 | -70 | -76 | -83 | -77 | -75 | -70 | -72 |
| D | 1722840880.181 | 106.133 | 93.596 | 60.960 | -85 | -83 | -75 | -77 | -81 | -78 | -75 | -75 |
| E | 1722841398.158 | 119.718 | 145.828 | 60.960 | -73 | -89 | -75 | -73 | -73 | -68 | -79 | -70 |
| F | 1722841050.155 | 25.472 | 137.322 | 60.960 | -84 | -73 | -85 | -83 | -86 | -86 | -76 | -74 |
| G | 1722841335.171 | 67.076 | 172.382 | 60.960 | -76 | -83 | -87 | -82 | -82 | -77 | -74 | -74 |
| H | 1722841214.187 | 101.888 | 88.301 | 60.960 | -81 | -88 | -79 | -80 | -71 | -80 | -80 | -73 |
| I | 1722841540.167 | 1.698 | 5.441 | 60.960 | -100 | -90 | -73 | -88 | -85 | -85 | -100 | -91 |
| J | 1722840878.182 | 102.737 | 90.809 | 60.960 | -85 | -84 | -82 | -78 | -71 | -81 | -71 | -80 |
| K | 1722841275.172 | 73.868 | 126.281 | 60.960 | -81 | -76 | -85 | -71 | -80 | -66 | -72 | -73 |
| L | 1722841070.156 | 73.019 | 125.710 | 60.960 | -79 | -73 | -81 | -69 | -73 | -65 | -68 | -73 |
| M | 1722840850.164 | 46.698 | 157.108 | 60.960 | -79 | -77 | -85 | -81 | -84 | -78 | -73 | -75 |
| N | 1722840910.167 | 93.397 | 186.183 | 60.960 | -75 | -90 | -84 | -81 | -81 | -74 | -76 | -77 |
| O | 1722840911.177 | 91.699 | 190.138 | 60.960 | -76 | -89 | -84 | -76 | -85 | -73 | -75 | -79 |
| P | 1722841450.173 | 14.434 | 13.589 | 60.960 | -90 | -70 | -82 | -89 | -71 | -84 | -80 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841091.160
- **Target RSSI fingerprint:** [-84, -89, -83, -76, -81, -76, -73, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96313247566096,
109.04269695281982,
60.96
] | 16 |
3,437 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833585.151 | 108.680 | 84.917 | 60.960 | -88 | -76 | -84 | -81 | -82 | -78 | -88 | -75 |
| B | 1722833823.146 | 39.057 | 27.921 | 60.960 | -92 | -82 | -91 | -87 | -83 | -77 | -76 | -81 |
| C | 1722833982.166 | 121.416 | 73.160 | 60.960 | -88 | -86 | -84 | -86 | -82 | -81 | -91 | -77 |
| D | 1722833509.157 | 88.303 | 104.372 | 60.960 | -81 | -82 | -86 | -82 | -81 | -77 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833828.152
- **Target RSSI fingerprint:** [-92, -86, -92, -85, -80, -83, -76, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528438790127534,
43.75243663787842,
60.96
] | 4 |
11,578 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828664.159 | 0.849 | 53.267 | 42.672 | -89 | -85 | -100 | -86 | -88 | -81 | -75 | -77 |
| B | 1722828971.162 | 21.227 | 47.840 | 42.672 | -80 | -85 | -72 | -85 | -85 | -86 | -76 | -74 |
| C | 1722828781.192 | 45.849 | 47.136 | 42.672 | -85 | -83 | -90 | -91 | -84 | -88 | -78 | -75 |
| D | 1722828614.173 | 123.114 | 67.334 | 42.672 | -91 | -83 | -70 | -74 | -75 | -79 | -86 | -78 |
| E | 1722828535.151 | 67.925 | 117.231 | 42.672 | -83 | -87 | -81 | -95 | -80 | -79 | -87 | -79 |
| F | 1722828692.150 | 84.906 | 48.304 | 42.672 | -86 | -85 | -86 | -82 | -84 | -78 | -77 | -79 |
| G | 1722828593.162 | 78.963 | 76.822 | 42.672 | -87 | -86 | -88 | -87 | -86 | -85 | -75 | -74 |
| H | 1722828707.148 | 121.416 | 58.682 | 42.672 | -90 | -81 | -75 | -82 | -88 | -79 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828842.184
- **Target RSSI fingerprint:** [-87, -84, -80, -88, -86, -81, -74, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09469115512196,
19.480915069580078,
42.672000000000004
] | 8 |
25,875 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941161.166 | 32.265 | 24.696 | 51.816 | -82 | -81 | -84 | -69 | -77 | -73 | -78 | -73 |
| B | 1725941234.164 | 37.359 | 25.200 | 51.816 | -85 | -83 | -86 | -76 | -78 | -78 | -78 | -73 |
| C | 1725940882.160 | 64.529 | 91.499 | 51.816 | -84 | -78 | -73 | -78 | -73 | -80 | -76 | -65 |
| D | 1725940766.146 | 75.567 | 10.736 | 51.816 | -85 | -81 | -87 | -75 | -75 | -69 | -73 | -70 |
| E | 1725940876.155 | 41.604 | 112.453 | 51.816 | -68 | -79 | -68 | -76 | -72 | -78 | -75 | -68 |
| F | 1725941088.174 | 79.812 | 77.340 | 51.816 | -82 | -78 | -69 | -78 | -76 | -80 | -78 | -64 |
| G | 1725940640.160 | 44.152 | 19.003 | 51.816 | -96 | -100 | -96 | -100 | -100 | -88 | -85 | -100 |
| H | 1725940919.162 | 61.982 | 51.635 | 51.816 | -79 | -77 | -85 | -74 | -75 | -75 | -78 | -69 |
| I | 1725941055.143 | 10.189 | 78.892 | 51.816 | -56 | -75 | -84 | -79 | -70 | -71 | -72 | -69 |
| J | 1725941149.151 | 0.000 | 31.185 | 51.816 | -78 | -78 | -78 | -65 | -77 | -72 | -65 | -65 |
| K | 1725940921.159 | 53.491 | 56.001 | 51.816 | -79 | -79 | -84 | -74 | -75 | -71 | -74 | -69 |
| L | 1725941290.148 | 81.511 | 76.809 | 51.816 | -81 | -79 | -69 | -79 | -77 | -77 | -78 | -64 |
| M | 1725940886.163 | 78.963 | 77.539 | 51.816 | -83 | -78 | -67 | -75 | -75 | -78 | -75 | -66 |
| N | 1725940917.156 | 71.322 | 47.110 | 51.816 | -84 | -80 | -87 | -76 | -77 | -74 | -77 | -67 |
| O | 1725940903.156 | 103.586 | 38.139 | 51.816 | -84 | -73 | -76 | -74 | -78 | -76 | -77 | -58 |
| P | 1725941078.166 | 43.302 | 112.175 | 51.816 | -71 | -78 | -69 | -100 | -76 | -79 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940845.143
- **Target RSSI fingerprint:** [-78, -78, -87, -68, -71, -74, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490680423222619,
30.34935474395752,
51.816
] | 16 |
44,032 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691236.145 | 11.887 | 78.017 | 51.816 | -100 | -85 | -82 | -100 | -77 | -78 | -77 | -84 |
| B | 1723691589.239 | 123.967 | 65.250 | 51.816 | -75 | -100 | -100 | -81 | -76 | -100 | -74 | -74 |
| C | 1723691315.149 | 172.364 | 88.261 | 51.816 | -79 | -100 | -79 | -100 | -100 | -74 | -81 | -76 |
| D | 1723691807.152 | 140.948 | 46.115 | 51.816 | -100 | -100 | -77 | -82 | -81 | -77 | -85 | -73 |
| E | 1723691488.160 | 120.570 | 60.433 | 51.816 | -100 | -85 | -74 | -79 | -69 | -81 | -71 | -82 |
| F | 1723691646.153 | 231.800 | 90.106 | 51.816 | -79 | -85 | -100 | -77 | -77 | -84 | -78 | -82 |
| G | 1723691845.142 | 231.800 | 92.269 | 51.816 | -84 | -82 | -100 | -70 | -78 | -80 | -72 | -79 |
| H | 1723691734.209 | 208.026 | 68.528 | 51.816 | -79 | -73 | -76 | -82 | -79 | -76 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691860.142
- **Target RSSI fingerprint:** [-78, -85, -100, -88, -73, -84, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
180.85529898408876,
36.228132247924805,
51.816
] | 8 |
615 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008279.176 | 127.359 | 8.480 | 51.816 | -87 | -85 | -73 | -79 | -84 | -76 | -82 | -82 |
| B | 1723007955.181 | 152.831 | 2.787 | 51.816 | -85 | -89 | -85 | -81 | -86 | -82 | -86 | -79 |
| C | 1723008009.175 | 0.000 | 80.949 | 51.816 | -89 | -100 | -100 | -89 | -77 | -80 | -69 | -77 |
| D | 1723008414.136 | 107.831 | 1.500 | 51.816 | -77 | -80 | -83 | -76 | -76 | -79 | -79 | -80 |
| E | 1723008329.140 | 26.321 | 38.869 | 51.816 | -79 | -80 | -83 | -83 | -74 | -69 | -74 | -71 |
| F | 1723008091.143 | 85.755 | 41.191 | 51.816 | -78 | -77 | -83 | -76 | -70 | -75 | -82 | -79 |
| G | 1723008323.150 | 52.642 | 39.811 | 51.816 | -82 | -77 | -80 | -74 | -71 | -75 | -74 | -80 |
| H | 1723007978.147 | 84.906 | 36.003 | 51.816 | -87 | -89 | -81 | -86 | -84 | -81 | -70 | -83 |
| I | 1723008430.151 | 81.510 | 49.538 | 51.816 | -83 | -85 | -82 | -88 | -86 | -78 | -75 | -63 |
| J | 1723008545.163 | 62.831 | 40.634 | 51.816 | -81 | -76 | -85 | -78 | -75 | -81 | -80 | -79 |
| K | 1723008594.159 | 105.284 | 87.584 | 51.816 | -100 | -71 | -75 | -88 | -83 | -100 | -78 | -100 |
| L | 1723008540.136 | 87.453 | 41.842 | 51.816 | -79 | -79 | -87 | -79 | -79 | -76 | -84 | -78 |
| M | 1723008588.151 | 75.567 | 86.987 | 51.816 | -100 | -79 | -77 | -87 | -79 | -80 | -81 | -73 |
| N | 1723007926.162 | 139.246 | 82.356 | 51.816 | -70 | -100 | -81 | -75 | -100 | -78 | -80 | -68 |
| O | 1723008494.134 | 85.755 | 8.944 | 51.816 | -82 | -79 | -75 | -85 | -83 | -69 | -74 | -81 |
| P | 1723008223.157 | 50.095 | 85.129 | 51.816 | -79 | -80 | -83 | -79 | -81 | -76 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008157.150
- **Target RSSI fingerprint:** [-71, -76, -79, -80, -80, -100, -82, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.84995362139577,
85.34180164337158,
51.816
] | 16 |
4,027 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828497.168 | 95.944 | 35.445 | 42.672 | -96 | -90 | -80 | -88 | -88 | -89 | -78 | -86 |
| B | 1722828817.147 | 128.208 | 57.779 | 42.672 | -94 | -88 | -80 | -76 | -87 | -79 | -79 | -85 |
| C | 1722828329.144 | 69.623 | 1.181 | 42.672 | -91 | -92 | -103 | -87 | -85 | -87 | -94 | -84 |
| D | 1722828854.174 | 0.849 | 54.926 | 42.672 | -79 | -87 | -82 | -78 | -75 | -76 | -77 | -80 |
| E | 1722828748.171 | 37.359 | 85.475 | 42.672 | -95 | -91 | -80 | -84 | -86 | -75 | -77 | -71 |
| F | 1722828339.164 | 67.076 | 8.148 | 42.672 | -90 | -84 | -92 | -88 | -87 | -86 | -88 | -85 |
| G | 1722828621.176 | 118.020 | 50.653 | 42.672 | -91 | -90 | -80 | -75 | -89 | -77 | -78 | -78 |
| H | 1722828549.160 | 39.057 | 90.451 | 42.672 | -96 | -90 | -81 | -83 | -91 | -75 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829057.150
- **Target RSSI fingerprint:** [-77, -87, -84, -86, -72, -92, -79, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83062958439025,
9.037127494812012,
42.672000000000004
] | 8 |
7,608 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999627.149 | 137.548 | 47.163 | 42.672 | -81 | -78 | -74 | -75 | -75 | -71 | -69 | -100 |
| B | 1723000002.170 | 56.038 | 89.801 | 42.672 | -100 | -89 | -85 | -82 | -84 | -86 | -85 | -69 |
| C | 1722999555.157 | 36.510 | 87.837 | 42.672 | -75 | -86 | -87 | -80 | -82 | -86 | -87 | -74 |
| D | 1722999465.143 | 94.246 | 30.920 | 42.672 | -73 | -76 | -86 | -86 | -86 | -85 | -70 | -83 |
| E | 1722999504.137 | 141.793 | 14.889 | 42.672 | -73 | -81 | -76 | -75 | -70 | -70 | -74 | -77 |
| F | 1723000046.158 | 43.302 | 14.093 | 42.672 | -90 | -74 | -80 | -86 | -88 | -89 | -70 | -70 |
| G | 1723000020.122 | 1.698 | 82.197 | 42.672 | -77 | -79 | -88 | -82 | -79 | -80 | -72 | -80 |
| H | 1722999960.138 | 135.850 | 15.858 | 42.672 | -87 | -89 | -83 | -85 | -84 | -86 | -86 | -83 |
| I | 1722999984.131 | 73.019 | 44.257 | 42.672 | -90 | -82 | -85 | -88 | -86 | -86 | -73 | -71 |
| J | 1723000102.134 | 43.302 | 47.362 | 42.672 | -78 | -88 | -85 | -81 | -83 | -80 | -87 | -65 |
| K | 1722999870.153 | 80.661 | 49.127 | 42.672 | -75 | -86 | -80 | -73 | -83 | -85 | -85 | -63 |
| L | 1722999569.140 | 1.698 | 84.028 | 42.672 | -77 | -79 | -88 | -81 | -80 | -80 | -70 | -100 |
| M | 1722999744.156 | 92.548 | 12.249 | 42.672 | -77 | -89 | -79 | -82 | -80 | -81 | -88 | -71 |
| N | 1722999624.163 | 139.246 | 32.831 | 42.672 | -88 | -81 | -78 | -82 | -81 | -75 | -70 | -79 |
| O | 1722999728.146 | 140.095 | 20.609 | 42.672 | -74 | -81 | -77 | -80 | -70 | -71 | -74 | -71 |
| P | 1722999612.132 | 132.454 | 13.695 | 42.672 | -82 | -78 | -75 | -70 | -72 | -68 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999600.178
- **Target RSSI fingerprint:** [-100, -73, -75, -84, -84, -76, -69, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32122713575409,
11.876988410949707,
42.672000000000004
] | 16 |
41,472 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128453.113 | 79.814 | 54.568 | 51.816 | -100 | -78 | -81 | -86 | -100 | -77 | -79 | -65 |
| B | 1724128510.132 | 73.870 | 77.526 | 51.816 | -100 | -78 | -64 | -79 | -76 | -78 | -61 | -65 |
| C | 1724128649.146 | 95.098 | 23.356 | 51.816 | -78 | -100 | -84 | -87 | -83 | -77 | -100 | -69 |
| D | 1724128606.133 | 38.209 | 35.153 | 51.816 | -80 | -78 | -79 | -73 | -66 | -77 | -66 | -70 |
| E | 1724128406.151 | 47.549 | 13.138 | 51.816 | -73 | -76 | -100 | -100 | -81 | -74 | -82 | -63 |
| F | 1724128791.132 | 34.813 | 44.310 | 51.816 | -81 | -100 | -81 | -71 | -69 | -79 | -67 | -74 |
| G | 1724128959.135 | 56.889 | 2.933 | 51.816 | -85 | -85 | -84 | -85 | -82 | -82 | -64 | -85 |
| H | 1724128665.139 | 140.948 | 46.008 | 51.816 | -100 | -83 | -81 | -80 | -80 | -81 | -85 | -80 |
| I | 1724128675.132 | 122.268 | 87.638 | 51.816 | -100 | -79 | -80 | -72 | -68 | -77 | -75 | -67 |
| J | 1724128907.135 | 54.342 | 35.458 | 51.816 | -79 | -77 | -86 | -75 | -100 | -75 | -66 | -70 |
| K | 1724128915.132 | 91.701 | 55.961 | 51.816 | -78 | -78 | -77 | -75 | -100 | -73 | -69 | -70 |
| L | 1724128512.131 | 64.531 | 72.881 | 51.816 | -100 | -80 | -80 | -80 | -86 | -80 | -64 | -71 |
| M | 1724128402.141 | 39.907 | 31.822 | 51.816 | -76 | -76 | -100 | -100 | -83 | -75 | -82 | -63 |
| N | 1724128423.136 | 35.662 | 34.238 | 51.816 | -78 | -78 | -79 | -75 | -69 | -78 | -67 | -66 |
| O | 1724128607.126 | 36.511 | 39.851 | 51.816 | -76 | -77 | -78 | -72 | -67 | -75 | -66 | -63 |
| P | 1724128494.150 | 116.325 | 93.530 | 51.816 | -100 | -81 | -80 | -70 | -68 | -79 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128685.150
- **Target RSSI fingerprint:** [-100, -78, -67, -82, -79, -75, -75, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
110.38118050118585,
96.27659320831299,
51.816
] | 16 |
6,542 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838759.156 | 28.019 | 141.436 | 51.816 | -73 | -84 | -89 | -86 | -86 | -81 | -72 | -86 |
| B | 1722839289.149 | 56.038 | 104.650 | 51.816 | -70 | -85 | -83 | -89 | -84 | -88 | -82 | -75 |
| C | 1722839329.162 | 120.567 | 103.244 | 51.816 | -84 | -81 | -85 | -76 | -76 | -82 | -74 | -80 |
| D | 1722838711.152 | 8.491 | 9.316 | 51.816 | -100 | -86 | -83 | -86 | -80 | -87 | -73 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839150.191
- **Target RSSI fingerprint:** [-84, -84, -81, -80, -82, -72, -83, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.000315446095605,
87.0005989074707,
51.816
] | 4 |
14,190 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999715.145 | 138.397 | 86.138 | 42.672 | -77 | -88 | -81 | -90 | -88 | -87 | -75 | -62 |
| B | 1722999823.157 | 57.736 | 13.377 | 42.672 | -79 | -82 | -74 | -71 | -80 | -77 | -67 | -100 |
| C | 1722999803.171 | 11.038 | 46.990 | 42.672 | -78 | -82 | -100 | -74 | -76 | -75 | -70 | -68 |
| D | 1722999883.143 | 16.981 | 47.229 | 42.672 | -78 | -85 | -87 | -87 | -83 | -80 | -90 | -70 |
| E | 1722999999.138 | 65.378 | 90.703 | 42.672 | -100 | -86 | -86 | -89 | -88 | -92 | -88 | -81 |
| F | 1722999721.136 | 139.246 | 55.656 | 42.672 | -84 | -86 | -81 | -87 | -75 | -77 | -75 | -67 |
| G | 1722999623.145 | 139.246 | 27.682 | 42.672 | -85 | -78 | -80 | -79 | -77 | -76 | -70 | -80 |
| H | 1722999825.151 | 68.774 | 13.443 | 42.672 | -87 | -90 | -80 | -75 | -85 | -87 | -70 | -72 |
| I | 1722999665.135 | 10.189 | 48.822 | 42.672 | -90 | -92 | -91 | -85 | -90 | -88 | -84 | -79 |
| J | 1722999963.162 | 123.963 | 14.558 | 42.672 | -89 | -81 | -82 | -88 | -82 | -80 | -86 | -80 |
| K | 1722999717.183 | 138.397 | 75.986 | 42.672 | -76 | -78 | -78 | -88 | -86 | -83 | -73 | -61 |
| L | 1722999864.140 | 111.227 | 50.295 | 42.672 | -84 | -71 | -79 | -88 | -83 | -81 | -87 | -72 |
| M | 1722999743.139 | 97.642 | 12.527 | 42.672 | -85 | -83 | -80 | -89 | -80 | -81 | -87 | -72 |
| N | 1722999978.144 | 78.114 | 14.624 | 42.672 | -100 | -94 | -89 | -76 | -85 | -84 | -72 | -73 |
| O | 1722999908.139 | 16.981 | 90.650 | 42.672 | -78 | -87 | -87 | -77 | -86 | -87 | -67 | -81 |
| P | 1723000183.150 | 86.604 | 20.768 | 42.672 | -88 | -79 | -77 | -78 | -87 | -88 | -71 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999494.140
- **Target RSSI fingerprint:** [-78, -82, -78, -87, -76, -76, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.09526758808838,
58.668341636657715,
42.672000000000004
] | 16 |
40,863 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123131.130 | 14.434 | 29.739 | 60.960 | -71 | -100 | -76 | -77 | -76 | -66 | -82 | -70 |
| B | 1724123567.132 | 39.058 | 60.752 | 60.960 | -79 | -81 | -82 | -79 | -76 | -82 | -66 | -65 |
| C | 1724123345.123 | 100.192 | 73.823 | 60.960 | -100 | -79 | -75 | -78 | -76 | -81 | -76 | -71 |
| D | 1724123270.140 | 109.532 | 45.796 | 60.960 | -74 | -77 | -81 | -100 | -75 | -80 | -79 | -69 |
| E | 1724123069.146 | 36.511 | 7.312 | 60.960 | -78 | -81 | -82 | -81 | -80 | -78 | -80 | -69 |
| F | 1724123197.148 | 67.927 | 25.041 | 60.960 | -72 | -79 | -80 | -78 | -79 | -73 | -72 | -65 |
| G | 1724123498.139 | 29.718 | 54.130 | 60.960 | -100 | -78 | -79 | -75 | -79 | -80 | -75 | -69 |
| H | 1724123214.133 | 39.058 | 56.067 | 60.960 | -82 | -82 | -81 | -79 | -79 | -81 | -74 | -65 |
| I | 1724123196.136 | 69.625 | 21.498 | 60.960 | -74 | -80 | -81 | -77 | -78 | -72 | -74 | -66 |
| J | 1724123201.141 | 58.587 | 42.279 | 60.960 | -72 | -80 | -80 | -79 | -78 | -74 | -77 | -65 |
| K | 1724123190.129 | 73.870 | 19.959 | 60.960 | -79 | -81 | -84 | -77 | -79 | -78 | -68 | -62 |
| L | 1724123159.143 | 88.305 | 88.898 | 60.960 | -79 | -82 | -84 | -77 | -70 | -86 | -74 | -65 |
| M | 1724123062.146 | 32.265 | 8.042 | 60.960 | -100 | -81 | -79 | -75 | -81 | -75 | -80 | -79 |
| N | 1724123510.145 | 82.361 | 83.763 | 60.960 | -100 | -71 | -79 | -74 | -73 | -82 | -74 | -66 |
| O | 1724123100.185 | 101.890 | 63.711 | 60.960 | -70 | -75 | -74 | -73 | -74 | -82 | -75 | -62 |
| P | 1724123375.139 | 66.229 | 26.607 | 60.960 | -71 | -80 | -82 | -78 | -80 | -73 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123235.139
- **Target RSSI fingerprint:** [-100, -73, -76, -75, -77, -65, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321661005533212,
10.297813415527344,
60.96
] | 16 |
38,244 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128493.143 | 118.023 | 90.371 | 51.816 | -82 | -80 | -67 | -80 | -80 | -69 | -76 | -73 |
| B | 1724128927.145 | 125.665 | 72.961 | 51.816 | -81 | -80 | -81 | -80 | -84 | -81 | -80 | -81 |
| C | 1724128494.150 | 116.325 | 93.530 | 51.816 | -85 | -81 | -68 | -79 | -80 | -70 | -76 | -74 |
| D | 1724128945.129 | 120.570 | 33.481 | 51.816 | -83 | -84 | -79 | -81 | -67 | -82 | -100 | -75 |
| E | 1724128553.174 | 116.325 | 64.521 | 51.816 | -81 | -81 | -82 | -79 | -82 | -77 | -81 | -70 |
| F | 1724128417.134 | 50.096 | 7.949 | 51.816 | -100 | -80 | -74 | -78 | -78 | -78 | -74 | -79 |
| G | 1724128980.172 | 27.171 | 63.326 | 51.816 | -100 | -81 | -85 | -82 | -79 | -82 | -65 | -79 |
| H | 1724128818.125 | 81.512 | 68.077 | 51.816 | -63 | -80 | -83 | -76 | -81 | -83 | -78 | -65 |
| I | 1724128697.134 | 56.040 | 69.590 | 51.816 | -100 | -82 | -87 | -81 | -81 | -78 | -66 | -72 |
| J | 1724128643.165 | 92.550 | 28.943 | 51.816 | -61 | -100 | -100 | -69 | -80 | -74 | -75 | -66 |
| K | 1724128920.127 | 114.627 | 67.201 | 51.816 | -82 | -79 | -81 | -80 | -82 | -80 | -82 | -67 |
| L | 1724128510.132 | 73.870 | 77.526 | 51.816 | -72 | -78 | -76 | -78 | -64 | -79 | -61 | -65 |
| M | 1724128931.139 | 133.307 | 63.831 | 51.816 | -67 | -79 | -81 | -80 | -76 | -83 | -81 | -72 |
| N | 1724128738.115 | 120.570 | 67.347 | 51.816 | -75 | -80 | -80 | -80 | -79 | -77 | -81 | -68 |
| O | 1724128949.123 | 102.739 | 24.378 | 51.816 | -83 | -83 | -80 | -82 | -84 | -84 | -100 | -76 |
| P | 1724128442.140 | 67.078 | 73.770 | 51.816 | -82 | -82 | -79 | -81 | -80 | -77 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128603.134
- **Target RSSI fingerprint:** [-100, -83, -67, -83, -74, -72, -66, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00155820432962,
21.245875358581543,
51.816
] | 16 |
33,967 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698202.151 | 94.249 | 87.903 | 51.816 | -78 | -80 | -73 | -77 | -84 | -76 | -73 | -69 |
| B | 1723698088.148 | 23.774 | 53.586 | 51.816 | -87 | -82 | -80 | -77 | -76 | -74 | -80 | -66 |
| C | 1723698198.175 | 75.569 | 79.038 | 51.816 | -81 | -100 | -73 | -74 | -76 | -74 | -73 | -71 |
| D | 1723698516.140 | 10.189 | 62.318 | 51.816 | -87 | -100 | -78 | -100 | -83 | -95 | -100 | -85 |
| E | 1723698242.158 | 75.569 | 29.566 | 51.816 | -87 | -79 | -78 | -79 | -69 | -79 | -85 | -69 |
| F | 1723698050.143 | 120.570 | 43.275 | 51.816 | -100 | -73 | -100 | -73 | -78 | -75 | -70 | -71 |
| G | 1723698022.139 | 76.418 | 79.131 | 51.816 | -80 | -79 | -75 | -73 | -80 | -73 | -72 | -68 |
| H | 1723698572.142 | 0.000 | 58.974 | 51.816 | -103 | -97 | -103 | -100 | -92 | -96 | -100 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698374.137
- **Target RSSI fingerprint:** [-78, -78, -74, -75, -76, -74, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41772598314712,
80.27251720428467,
51.816
] | 8 |
41,281 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690131.140 | 129.061 | 65.051 | 42.672 | -71 | -80 | -71 | -81 | -75 | -80 | -86 | -73 |
| B | 1723689626.155 | 135.854 | 45.650 | 42.672 | -80 | -76 | -76 | -80 | -79 | -69 | -84 | -68 |
| C | 1723689756.158 | 168.119 | 60.991 | 42.672 | -81 | -86 | -79 | -80 | -81 | -80 | -72 | -73 |
| D | 1723689793.161 | 222.461 | 69.563 | 42.672 | -100 | -100 | -100 | -88 | -81 | -80 | -88 | -91 |
| E | 1723689951.134 | 148.590 | 43.288 | 42.672 | -100 | -81 | -100 | -88 | -81 | -82 | -76 | -84 |
| F | 1723689577.131 | 10.189 | 76.384 | 42.672 | -80 | -84 | -86 | -100 | -76 | -82 | -100 | -83 |
| G | 1723690059.138 | 176.610 | 82.077 | 42.672 | -79 | -78 | -74 | -81 | -75 | -83 | -70 | -78 |
| H | 1723689943.166 | 140.948 | 40.820 | 42.672 | -82 | -86 | -80 | -82 | -76 | -79 | -77 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690327.135
- **Target RSSI fingerprint:** [-103, -100, -104, -100, -100, -97, -95, -97]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.18903077484462,
70.79746723175049,
42.672000000000004
] | 8 |
18,828 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839109.151 | 125.661 | 139.644 | 51.816 | -85 | -84 | -83 | -88 | -76 | -69 | -82 | -68 |
| B | 1722838826.171 | 94.246 | 188.546 | 51.816 | -80 | -79 | -86 | -79 | -83 | -76 | -77 | -72 |
| C | 1722838834.148 | 88.303 | 187.869 | 51.816 | -82 | -76 | -85 | -92 | -89 | -85 | -81 | -83 |
| D | 1722838833.147 | 90.850 | 190.138 | 51.816 | -83 | -79 | -81 | -89 | -75 | -82 | -79 | -70 |
| E | 1722838738.157 | 46.698 | 86.510 | 51.816 | -80 | -81 | -67 | -76 | -83 | -82 | -77 | -72 |
| F | 1722838719.162 | 39.906 | 38.869 | 51.816 | -78 | -83 | -78 | -71 | -81 | -85 | -83 | -79 |
| G | 1722838788.165 | 101.888 | 93.331 | 51.816 | -72 | -82 | -83 | -78 | -72 | -75 | -71 | -71 |
| H | 1722839085.167 | 63.680 | 107.145 | 51.816 | -83 | -87 | -83 | -71 | -81 | -83 | -70 | -75 |
| I | 1722839097.158 | 107.831 | 146.094 | 51.816 | -86 | -81 | -85 | -84 | -77 | -76 | -70 | -75 |
| J | 1722839314.160 | 124.812 | 136.818 | 51.816 | -89 | -86 | -86 | -90 | -78 | -69 | -81 | -69 |
| K | 1722838823.151 | 101.888 | 176.124 | 51.816 | -85 | -85 | -81 | -88 | -81 | -81 | -77 | -74 |
| L | 1722838853.156 | 18.679 | 129.214 | 51.816 | -77 | -77 | -84 | -69 | -72 | -83 | -72 | -70 |
| M | 1722838874.171 | 44.151 | 94.485 | 51.816 | -77 | -76 | -75 | -70 | -85 | -71 | -71 | -77 |
| N | 1722839008.177 | 134.152 | 116.421 | 51.816 | -80 | -87 | -80 | -84 | -78 | -78 | -68 | -80 |
| O | 1722839244.173 | 87.453 | 188.585 | 51.816 | -84 | -71 | -85 | -91 | -84 | -83 | -82 | -73 |
| P | 1722839149.150 | 48.397 | 83.298 | 51.816 | -84 | -83 | -70 | -85 | -83 | -84 | -86 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839184.150
- **Target RSSI fingerprint:** [-84, -88, -88, -68, -74, -71, -64, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58531633548296,
149.72967624664307,
51.816
] | 16 |
22,404 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942796.156 | 28.868 | 1.765 | 60.960 | -100 | -100 | -100 | -82 | -100 | -83 | -86 | -100 |
| B | 1725943318.149 | 61.133 | 9.289 | 60.960 | -81 | -81 | -77 | -70 | -71 | -74 | -71 | -70 |
| C | 1725943394.159 | 3.396 | 17.119 | 60.960 | -77 | -81 | -74 | -77 | -77 | -79 | -74 | -71 |
| D | 1725943525.156 | 83.209 | 6.237 | 60.960 | -78 | -81 | -80 | -73 | -74 | -75 | -74 | -70 |
| E | 1725943204.159 | 5.943 | 45.239 | 60.960 | -76 | -76 | -73 | -69 | -77 | -77 | -76 | -71 |
| F | 1725943404.169 | 4.245 | 37.794 | 60.960 | -77 | -78 | -73 | -76 | -78 | -75 | -72 | -68 |
| G | 1725943273.140 | 60.284 | 35.432 | 60.960 | -73 | -77 | -73 | -100 | -100 | -100 | -100 | -70 |
| H | 1725943286.153 | 6.793 | 57.885 | 60.960 | -74 | -75 | -73 | -70 | -77 | -72 | -70 | -63 |
| I | 1725942950.161 | 93.397 | 50.640 | 60.960 | -100 | -85 | -84 | -77 | -77 | -72 | -76 | -84 |
| J | 1725943045.155 | 94.247 | 53.944 | 60.960 | -83 | -78 | -75 | -74 | -78 | -78 | -77 | -64 |
| K | 1725943539.158 | 84.058 | 5.096 | 60.960 | -76 | -80 | -77 | -71 | -75 | -74 | -74 | -68 |
| L | 1725942897.156 | 34.812 | 18.963 | 60.960 | -72 | -69 | -72 | -67 | -63 | -72 | -73 | -100 |
| M | 1725943523.164 | 73.020 | 8.334 | 60.960 | -76 | -81 | -80 | -75 | -74 | -75 | -73 | -71 |
| N | 1725943316.158 | 50.944 | 11.187 | 60.960 | -79 | -81 | -79 | -76 | -73 | -76 | -71 | -72 |
| O | 1725943032.151 | 47.548 | 93.835 | 60.960 | -84 | -78 | -73 | -78 | -74 | -78 | -78 | -70 |
| P | 1725943488.151 | 8.491 | 63.525 | 60.960 | -75 | -75 | -75 | -75 | -66 | -74 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943152.156
- **Target RSSI fingerprint:** [-80, -83, -83, -100, -74, -67, -78, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05773122708888,
56.89011096954346,
60.96
] | 16 |
15,860 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006501.163 | 147.737 | 42.067 | 42.672 | -67 | -73 | -74 | -70 | -79 | -70 | -81 | -79 |
| B | 1723006349.143 | 0.000 | 79.038 | 42.672 | -80 | -80 | -88 | -83 | -83 | -82 | -79 | -82 |
| C | 1723006584.152 | 27.170 | 39.121 | 42.672 | -87 | -66 | -75 | -83 | -77 | -79 | -64 | -73 |
| D | 1723006258.159 | 149.435 | 68.276 | 42.672 | -83 | -76 | -83 | -78 | -87 | -89 | -86 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006532.150
- **Target RSSI fingerprint:** [-80, -100, -75, -76, -84, -75, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94403014547677,
7.073111534118652,
42.672000000000004
] | 4 |
4,930 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009858.152 | 11.887 | 82.329 | 60.960 | -86 | -83 | -81 | -83 | -80 | -70 | -74 | -78 |
| B | 1723010475.161 | 187.643 | 28.704 | 60.960 | -71 | -83 | -83 | -77 | -83 | -82 | -82 | -65 |
| C | 1723010075.155 | 47.547 | 85.713 | 60.960 | -100 | -85 | -82 | -65 | -77 | -72 | -77 | -75 |
| D | 1723010118.175 | 60.283 | 9.634 | 60.960 | -79 | -81 | -85 | -76 | -79 | -74 | -76 | -69 |
| E | 1723010067.173 | 66.227 | 86.191 | 60.960 | -84 | -100 | -72 | -74 | -75 | -66 | -82 | -76 |
| F | 1723010247.136 | 152.831 | 25.492 | 60.960 | -72 | -84 | -71 | -82 | -74 | -81 | -76 | -79 |
| G | 1723010263.161 | 126.510 | 5.295 | 60.960 | -89 | -85 | -84 | -100 | -71 | -86 | -67 | -69 |
| H | 1723010451.154 | 128.208 | 87.677 | 60.960 | -74 | -86 | -87 | -69 | -91 | -76 | -86 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009909.146
- **Target RSSI fingerprint:** [-75, -84, -84, -76, -82, -82, -84, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79338990238438,
8.015308380126953,
60.96
] | 8 |
2,114 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008083.148 | 126.510 | 42.638 | 51.816 | -77 | -77 | -91 | -78 | -84 | -85 | -85 | -79 |
| B | 1723008284.158 | 151.133 | 8.692 | 51.816 | -79 | -82 | -74 | -80 | -81 | -76 | -74 | -69 |
| C | 1723008323.150 | 52.642 | 39.811 | 51.816 | -83 | -74 | -86 | -82 | -74 | -80 | -80 | -75 |
| D | 1723008533.149 | 121.416 | 43.673 | 51.816 | -78 | -78 | -100 | -79 | -87 | -86 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008222.156
- **Target RSSI fingerprint:** [-73, -75, -84, -77, -78, -83, -64, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.189043658692036,
85.43469429016113,
51.816
] | 4 |
40,734 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689598.141 | 96.796 | 40.607 | 42.672 | -78 | -85 | -81 | -84 | -74 | -72 | -75 | -77 |
| B | 1723690231.158 | 100.192 | 27.642 | 42.672 | -80 | -100 | -86 | -87 | -77 | -72 | -73 | -76 |
| C | 1723690123.152 | 153.685 | 87.903 | 42.672 | -84 | -89 | -100 | -78 | -77 | -84 | -76 | -77 |
| D | 1723690234.152 | 85.758 | 34.105 | 42.672 | -68 | -84 | -84 | -100 | -76 | -77 | -72 | -74 |
| E | 1723690013.148 | 156.232 | 1.407 | 42.672 | -85 | -84 | -81 | -77 | -100 | -100 | -80 | -76 |
| F | 1723689627.148 | 134.156 | 49.618 | 42.672 | -100 | -82 | -79 | -76 | -75 | -72 | -70 | -66 |
| G | 1723689717.154 | 177.459 | 110.356 | 42.672 | -83 | -80 | -85 | -74 | -71 | -70 | -100 | -75 |
| H | 1723689674.338 | 200.384 | 51.117 | 42.672 | -83 | -78 | -85 | -86 | -100 | -100 | -78 | -83 |
| I | 1723690004.144 | 180.855 | 27.178 | 42.672 | -89 | -82 | -83 | -89 | -100 | -100 | -80 | -82 |
| J | 1723689660.131 | 180.006 | 77.287 | 42.672 | -100 | -76 | -84 | -83 | -76 | -72 | -81 | -78 |
| K | 1723690168.162 | 209.724 | 103.084 | 42.672 | -83 | -82 | -87 | -86 | -79 | -74 | -100 | -100 |
| L | 1723689581.151 | 13.585 | 77.831 | 42.672 | -74 | -100 | -74 | -100 | -71 | -78 | -70 | -100 |
| M | 1723689780.183 | 230.102 | 101.333 | 42.672 | -87 | -77 | -79 | -80 | -85 | -82 | -100 | -84 |
| N | 1723689990.176 | 232.650 | 83.378 | 42.672 | -100 | -89 | -84 | -89 | -92 | -91 | -100 | -92 |
| O | 1723689821.162 | 148.590 | 19.746 | 42.672 | -91 | -87 | -83 | -85 | -100 | -100 | -68 | -72 |
| P | 1723689757.148 | 171.515 | 64.653 | 42.672 | -81 | -77 | -83 | -81 | -83 | -80 | -78 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690127.150
- **Target RSSI fingerprint:** [-86, -91, -100, -79, -79, -79, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.25008725620978,
74.63260650634766,
42.672000000000004
] | 16 |
21,671 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943089.157 | 9.340 | 62.583 | 60.960 | -80 | -81 | -100 | -81 | -74 | -65 | -66 | -73 |
| B | 1725943259.154 | 103.586 | 18.804 | 60.960 | -74 | -72 | -81 | -76 | -79 | -72 | -79 | -59 |
| C | 1725943134.153 | 101.039 | 11.346 | 60.960 | -77 | -75 | -78 | -74 | -76 | -75 | -75 | -66 |
| D | 1725943057.162 | 103.586 | 24.895 | 60.960 | -75 | -73 | -79 | -73 | -77 | -76 | -79 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943305.158
- **Target RSSI fingerprint:** [-77, -76, -74, -83, -80, -77, -78, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547203976578451,
19.71978187561035,
60.96
] | 4 |
38,335 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691239.152 | 18.680 | 74.845 | 51.816 | -100 | -88 | -79 | -100 | -79 | -77 | -74 | -84 |
| B | 1723691469.142 | 154.534 | 1.407 | 51.816 | -81 | -100 | -100 | -79 | -84 | -75 | -74 | -72 |
| C | 1723691686.142 | 122.268 | 53.227 | 51.816 | -77 | -72 | -76 | -100 | -81 | -69 | -67 | -81 |
| D | 1723691711.126 | 163.874 | 103.204 | 51.816 | -84 | -87 | -82 | -80 | -81 | -87 | -79 | -81 |
| E | 1723691766.147 | 200.384 | 137.468 | 51.816 | -71 | -75 | -83 | -78 | -85 | -76 | -80 | -80 |
| F | 1723691473.138 | 154.534 | 0.849 | 51.816 | -77 | -100 | -100 | -80 | -81 | -78 | -79 | -76 |
| G | 1723691574.162 | 176.610 | 112.825 | 51.816 | -82 | -79 | -79 | -77 | -86 | -82 | -78 | -77 |
| H | 1723691421.149 | 191.893 | 88.752 | 51.816 | -83 | -77 | -73 | -77 | -75 | -82 | -79 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691461.185
- **Target RSSI fingerprint:** [-86, -100, -100, -74, -78, -79, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
177.4589553411951,
27.00521945953369,
51.816
] | 8 |
36,767 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123461.206 | 88.305 | 53.546 | 60.960 | -74 | -75 | -100 | -75 | -81 | -75 | -71 | -61 |
| B | 1724123141.138 | 11.038 | 47.176 | 60.960 | -79 | -86 | -78 | -83 | -71 | -77 | -77 | -71 |
| C | 1724123540.148 | 84.059 | 27.642 | 60.960 | -100 | -74 | -100 | -74 | -100 | -100 | -66 | -62 |
| D | 1724123506.140 | 64.531 | 74.380 | 60.960 | -81 | -86 | -100 | -77 | -81 | -76 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123447.139
- **Target RSSI fingerprint:** [-81, -85, -78, -88, -83, -79, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53207321657369,
46.93732738494873,
60.96
] | 4 |
3,203 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828549.160 | 39.057 | 90.451 | 42.672 | -88 | -90 | -75 | -83 | -81 | -91 | -79 | -77 |
| B | 1722828587.172 | 54.340 | 56.903 | 42.672 | -80 | -87 | -86 | -78 | -80 | -74 | -75 | -72 |
| C | 1722828841.202 | 55.189 | 15.752 | 42.672 | -85 | -84 | -85 | -77 | -78 | -73 | -74 | -78 |
| D | 1722828887.162 | 75.567 | 54.528 | 42.672 | -83 | -90 | -84 | -84 | -85 | -78 | -77 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828965.159
- **Target RSSI fingerprint:** [-85, -89, -88, -88, -84, -75, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792500495609757,
55.12515068054199,
42.672000000000004
] | 4 |
27,625 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939301.170 | 51.793 | 14.093 | 42.672 | -80 | -75 | -100 | -100 | -100 | -75 | -71 | -100 |
| B | 1725939736.147 | 9.340 | 68.037 | 42.672 | -80 | -61 | -74 | -78 | -78 | -68 | -67 | -70 |
| C | 1725939871.155 | 99.341 | 7.126 | 42.672 | -80 | -86 | -75 | -77 | -76 | -74 | -78 | -69 |
| D | 1725939643.152 | 54.340 | 11.864 | 42.672 | -66 | -81 | -72 | -78 | -76 | -76 | -83 | -75 |
| E | 1725939524.145 | 1.698 | 23.581 | 42.672 | -84 | -82 | -71 | -76 | -74 | -70 | -82 | -73 |
| F | 1725939831.143 | 0.849 | 32.566 | 42.672 | -81 | -81 | -76 | -77 | -77 | -77 | -73 | -72 |
| G | 1725939842.139 | 19.529 | 23.223 | 42.672 | -75 | -67 | -70 | -74 | -72 | -75 | -74 | -67 |
| H | 1725939568.145 | 85.756 | 67.838 | 42.672 | -75 | -81 | -76 | -68 | -76 | -71 | -63 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939528.185
- **Target RSSI fingerprint:** [-80, -62, -70, -75, -73, -68, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094408124926041,
40.27559757232666,
42.672000000000004
] | 8 |
38,523 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130260.125 | 131.608 | 66.153 | 60.960 | -82 | -100 | -80 | -75 | -74 | -82 | -70 | -66 |
| B | 1724130099.132 | 69.625 | 73.252 | 60.960 | -78 | -100 | -78 | -79 | -84 | -69 | -78 | -63 |
| C | 1724130015.125 | 32.265 | 52.790 | 60.960 | -100 | -68 | -81 | -74 | -79 | -79 | -69 | -63 |
| D | 1724129719.136 | 7.642 | 118.133 | 60.960 | -100 | -98 | -100 | -96 | -97 | -100 | -95 | -96 |
| E | 1724130117.143 | 40.756 | 36.175 | 60.960 | -75 | -77 | -80 | -100 | -73 | -70 | -75 | -71 |
| F | 1724130011.132 | 40.756 | 36.626 | 60.960 | -83 | -75 | -82 | -77 | -81 | -81 | -74 | -69 |
| G | 1724130156.137 | 145.194 | 48.636 | 60.960 | -76 | -100 | -70 | -79 | -78 | -67 | -76 | -76 |
| H | 1724130091.147 | 108.683 | 93.556 | 60.960 | -76 | -100 | -76 | -77 | -83 | -73 | -77 | -64 |
| I | 1724130388.123 | 22.925 | 75.907 | 60.960 | -76 | -68 | -79 | -77 | -76 | -80 | -75 | -63 |
| J | 1724130318.124 | 87.456 | 48.968 | 60.960 | -81 | -85 | -82 | -73 | -80 | -74 | -69 | -70 |
| K | 1724130475.125 | 2.547 | 117.841 | 60.960 | -100 | -71 | -91 | -100 | -89 | -100 | -78 | -69 |
| L | 1724129794.111 | 25.473 | 84.599 | 60.960 | -76 | -74 | -78 | -100 | -77 | -82 | -78 | -71 |
| M | 1724130502.119 | 0.000 | 121.543 | 60.960 | -100 | -90 | -100 | -94 | -97 | -100 | -98 | -90 |
| N | 1724130002.146 | 57.738 | 1.433 | 60.960 | -77 | -71 | -100 | -73 | -100 | -82 | -69 | -62 |
| O | 1724129846.123 | 76.418 | 76.676 | 60.960 | -79 | -83 | -77 | -72 | -80 | -66 | -72 | -67 |
| P | 1724130308.127 | 46.700 | 28.160 | 60.960 | -80 | -81 | -82 | -86 | -74 | -78 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130127.141
- **Target RSSI fingerprint:** [-81, -79, -83, -75, -80, -75, -69, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.096073662675636,
26.91232681274414,
60.96
] | 16 |
29,176 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691882.137 | 123.967 | 16.336 | 51.816 | -81 | -82 | -90 | -76 | -80 | -75 | -70 | -82 |
| B | 1723691752.152 | 218.215 | 114.470 | 51.816 | -81 | -70 | -68 | -73 | -82 | -76 | -81 | -72 |
| C | 1723691497.175 | 130.759 | 77.048 | 51.816 | -80 | -100 | -84 | -85 | -77 | -77 | -77 | -75 |
| D | 1723691553.142 | 216.517 | 112.347 | 51.816 | -81 | -71 | -66 | -74 | -80 | -75 | -81 | -72 |
| E | 1723691735.177 | 210.573 | 72.363 | 51.816 | -79 | -81 | -74 | -79 | -77 | -80 | -81 | -76 |
| F | 1723691525.148 | 190.195 | 51.542 | 51.816 | -100 | -87 | -100 | -83 | -73 | -83 | -75 | -100 |
| G | 1723691310.157 | 159.628 | 107.185 | 51.816 | -77 | -85 | -88 | -83 | -81 | -79 | -83 | -82 |
| H | 1723691441.140 | 233.499 | 93.423 | 51.816 | -82 | -85 | -87 | -100 | -74 | -100 | -78 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691352.137
- **Target RSSI fingerprint:** [-84, -71, -66, -75, -81, -75, -78, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
218.21507905591932,
109.91854190826416,
51.816
] | 8 |
15,969 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840850.164 | 46.698 | 157.108 | 60.960 | -84 | -85 | -77 | -84 | -81 | -75 | -73 | -78 |
| B | 1722841025.146 | 65.378 | 67.082 | 60.960 | -76 | -100 | -74 | -70 | -72 | -77 | -75 | -72 |
| C | 1722841174.150 | 73.019 | 117.483 | 60.960 | -83 | -82 | -79 | -82 | -78 | -72 | -73 | -71 |
| D | 1722841118.147 | 91.699 | 193.575 | 60.960 | -86 | -86 | -91 | -81 | -79 | -79 | -77 | -75 |
| E | 1722841191.179 | 115.473 | 150.884 | 60.960 | -81 | -100 | -83 | -100 | -73 | -85 | -72 | -73 |
| F | 1722840930.159 | 45.000 | 153.684 | 60.960 | -83 | -87 | -75 | -88 | -83 | -74 | -71 | -79 |
| G | 1722841272.168 | 64.529 | 138.184 | 60.960 | -75 | -79 | -71 | -76 | -69 | -72 | -66 | -69 |
| H | 1722840622.175 | 1.698 | 6.622 | 60.960 | -100 | -87 | -94 | -90 | -97 | -75 | -100 | -94 |
| I | 1722841161.160 | 42.453 | 91.380 | 60.960 | -79 | -76 | -70 | -71 | -76 | -81 | -75 | -70 |
| J | 1722841215.173 | 98.491 | 85.156 | 60.960 | -88 | -79 | -84 | -70 | -80 | -73 | -77 | -77 |
| K | 1722841305.167 | 133.303 | 119.168 | 60.960 | -81 | -81 | -92 | -83 | -80 | -84 | -84 | -80 |
| L | 1722840619.165 | 2.547 | 4.764 | 60.960 | -90 | -66 | -96 | -78 | -85 | -90 | -100 | -84 |
| M | 1722841031.158 | 44.151 | 89.190 | 60.960 | -77 | -66 | -79 | -79 | -78 | -80 | -80 | -67 |
| N | 1722840920.171 | 82.359 | 186.754 | 60.960 | -86 | -84 | -89 | -75 | -78 | -74 | -73 | -77 |
| O | 1722840919.216 | 85.755 | 189.766 | 60.960 | -88 | -86 | -91 | -78 | -80 | -77 | -75 | -76 |
| P | 1722841154.183 | 22.925 | 111.949 | 60.960 | -80 | -83 | -73 | -76 | -73 | -83 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840870.175
- **Target RSSI fingerprint:** [-75, -83, -77, -78, -78, -76, -70, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69875552994098,
101.65109634399414,
60.96
] | 16 |
7,481 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841412.187 | 129.907 | 111.484 | 60.960 | -82 | -91 | -82 | -78 | -71 | -73 | -79 | -78 |
| B | 1722841417.173 | 110.378 | 94.565 | 60.960 | -85 | -91 | -80 | -80 | -70 | -74 | -80 | -77 |
| C | 1722841016.166 | 76.416 | 66.020 | 60.960 | -88 | -76 | -83 | -85 | -69 | -73 | -86 | -74 |
| D | 1722840860.161 | 61.133 | 140.971 | 60.960 | -77 | -72 | -78 | -72 | -79 | -73 | -73 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841037.156
- **Target RSSI fingerprint:** [-77, -74, -80, -71, -82, -80, -70, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924688882485246,
112.492995262146,
60.96
] | 4 |
40,822 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123326.153 | 49.247 | 64.521 | 60.960 | -87 | -79 | -71 | -75 | -74 | -71 | -74 | -66 |
| B | 1724123570.113 | 24.623 | 53.944 | 60.960 | -100 | -82 | -83 | -81 | -80 | -77 | -68 | -66 |
| C | 1724123083.141 | 93.399 | 36.003 | 60.960 | -74 | -85 | -83 | -82 | -77 | -77 | -73 | -67 |
| D | 1724123085.134 | 102.739 | 40.435 | 60.960 | -73 | -83 | -80 | -81 | -75 | -75 | -70 | -66 |
| E | 1724123343.131 | 95.947 | 81.865 | 60.960 | -78 | -73 | -81 | -80 | -78 | -75 | -77 | -73 |
| F | 1724123099.139 | 101.890 | 63.233 | 60.960 | -75 | -74 | -79 | -73 | -75 | -75 | -75 | -63 |
| G | 1724123145.126 | 28.869 | 56.771 | 60.960 | -91 | -81 | -73 | -79 | -78 | -79 | -72 | -68 |
| H | 1724123564.138 | 49.247 | 66.644 | 60.960 | -100 | -84 | -83 | -82 | -78 | -78 | -81 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123253.111
- **Target RSSI fingerprint:** [-77, -77, -77, -78, -79, -77, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92686711105345,
22.360587120056152,
60.96
] | 8 |
17,311 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999533.267 | 1.698 | 18.008 | 42.672 | -100 | -71 | -86 | -83 | -90 | -80 | -89 | -82 |
| B | 1731999517.224 | 4.245 | 12.899 | 42.672 | -100 | -87 | -86 | -85 | -77 | -88 | -81 | -78 |
| C | 1732000076.230 | 70.472 | 168.640 | 42.672 | -90 | -90 | -82 | -94 | -73 | -90 | -68 | -77 |
| D | 1731999921.238 | 123.963 | 161.580 | 42.672 | -82 | -86 | -78 | -80 | -100 | -79 | -100 | -100 |
| E | 1731999540.202 | 33.963 | 46.446 | 42.672 | -100 | -82 | -90 | -83 | -90 | -82 | -82 | -82 |
| F | 1732000121.238 | 104.435 | 143.294 | 42.672 | -78 | -85 | -82 | -82 | -73 | -79 | -77 | -70 |
| G | 1731999592.223 | 26.321 | 149.517 | 42.672 | -87 | -88 | -88 | -80 | -80 | -77 | -86 | -81 |
| H | 1732000193.218 | 9.340 | 7.392 | 42.672 | -91 | -87 | -88 | -89 | -78 | -89 | -77 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999711.224
- **Target RSSI fingerprint:** [-81, -87, -81, -84, -84, -82, -80, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35907093364646,
130.52743911743164,
42.672000000000004
] | 8 |
8,608 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999917.135 | 64.529 | 95.573 | 42.672 | -82 | -83 | -86 | -86 | -80 | -87 | -68 | -80 |
| B | 1722999548.145 | 66.227 | 90.690 | 42.672 | -90 | -79 | -87 | -85 | -88 | -86 | -85 | -80 |
| C | 1722999610.155 | 122.265 | 13.244 | 42.672 | -82 | -85 | -74 | -77 | -77 | -73 | -68 | -75 |
| D | 1722999537.143 | 71.321 | 61.986 | 42.672 | -84 | -76 | -90 | -86 | -81 | -84 | -70 | -70 |
| E | 1722999695.125 | 81.510 | 94.976 | 42.672 | -80 | -76 | -76 | -88 | -82 | -91 | -68 | -74 |
| F | 1723000138.137 | 45.849 | 93.715 | 42.672 | -82 | -87 | -88 | -81 | -79 | -88 | -67 | -79 |
| G | 1722999992.144 | 67.076 | 83.457 | 42.672 | -86 | -74 | -87 | -84 | -85 | -77 | -73 | -74 |
| H | 1722999490.151 | 138.397 | 79.383 | 42.672 | -86 | -100 | -77 | -88 | -89 | -83 | -73 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000180.133
- **Target RSSI fingerprint:** [-83, -100, -78, -82, -77, -83, -70, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09496951433877,
33.69349002838135,
42.672000000000004
] | 8 |
9,482 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828584.143 | 39.906 | 46.566 | 42.672 | -82 | -82 | -82 | -92 | -86 | -86 | -82 | -73 |
| B | 1722828948.156 | 24.623 | 75.389 | 42.672 | -93 | -93 | -83 | -78 | -83 | -73 | -82 | -79 |
| C | 1722828863.157 | 5.094 | 62.119 | 42.672 | -92 | -89 | -89 | -89 | -82 | -91 | -76 | -79 |
| D | 1722828531.196 | 78.114 | 106.482 | 42.672 | -84 | -83 | -80 | -77 | -77 | -76 | -80 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828449.140
- **Target RSSI fingerprint:** [-85, -86, -84, -86, -91, -74, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60406553560976,
27.124652862548828,
42.672000000000004
] | 4 |
41,241 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129960.126 | 130.759 | 68.382 | 60.960 | -81 | -78 | -76 | -76 | -76 | -73 | -74 | -68 |
| B | 1724129987.303 | 102.739 | 22.321 | 60.960 | -77 | -84 | -80 | -76 | -76 | -73 | -71 | -67 |
| C | 1724129841.134 | 56.889 | 67.015 | 60.960 | -78 | -100 | -69 | -100 | -75 | -75 | -68 | -69 |
| D | 1724130276.124 | 95.947 | 88.009 | 60.960 | -100 | -74 | -79 | -71 | -75 | -66 | -78 | -60 |
| E | 1724129981.123 | 131.608 | 35.989 | 60.960 | -78 | -71 | -77 | -73 | -74 | -67 | -76 | -68 |
| F | 1724130337.124 | 139.250 | 55.576 | 60.960 | -79 | -77 | -74 | -77 | -80 | -67 | -79 | -79 |
| G | 1724130324.143 | 115.476 | 62.092 | 60.960 | -84 | -80 | -83 | -81 | -73 | -71 | -73 | -76 |
| H | 1724130047.228 | 97.645 | 29.991 | 60.960 | -75 | -79 | -83 | -81 | -84 | -75 | -77 | -67 |
| I | 1724129863.116 | 101.890 | 22.254 | 60.960 | -76 | -81 | -84 | -79 | -100 | -83 | -75 | -67 |
| J | 1724130380.130 | 39.058 | 39.599 | 60.960 | -80 | -79 | -81 | -76 | -79 | -73 | -73 | -64 |
| K | 1724130045.131 | 94.249 | 39.360 | 60.960 | -77 | -80 | -83 | -77 | -79 | -71 | -78 | -72 |
| L | 1724129896.143 | 123.117 | 84.201 | 60.960 | -79 | -75 | -76 | -75 | -70 | -79 | -67 | -62 |
| M | 1724130292.146 | 28.869 | 52.922 | 60.960 | -82 | -87 | -83 | -82 | -81 | -77 | -76 | -65 |
| N | 1724130104.148 | 46.700 | 61.375 | 60.960 | -81 | -82 | -84 | -78 | -74 | -83 | -75 | -65 |
| O | 1724130345.126 | 144.345 | 42.863 | 60.960 | -81 | -82 | -85 | -79 | -77 | -78 | -71 | -81 |
| P | 1724130131.138 | 70.474 | 37.648 | 60.960 | -86 | -81 | -80 | -84 | -77 | -83 | -70 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129969.124
- **Target RSSI fingerprint:** [-76, -80, -74, -80, -83, -69, -79, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.40101706806996,
56.67778491973877,
60.96
] | 16 |
36,809 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696536.126 | 22.925 | 43.991 | 42.672 | -77 | -71 | -78 | -77 | -76 | -74 | -71 | -72 |
| B | 1723696650.133 | 108.683 | 80.963 | 42.672 | -75 | -83 | -81 | -77 | -78 | -75 | -85 | -72 |
| C | 1723696506.143 | 80.663 | 31.066 | 42.672 | -81 | -72 | -80 | -84 | -69 | -66 | -70 | -76 |
| D | 1723696747.144 | 122.268 | 42.173 | 42.672 | -82 | -89 | -79 | -66 | -71 | -77 | -84 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696422.139
- **Target RSSI fingerprint:** [-80, -83, -77, -85, -77, -77, -63, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.87046814362073,
44.28325176239014,
42.672000000000004
] | 4 |
7,833 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999724.208 | 114.623 | 141.330 | 42.672 | -88 | -100 | -100 | -77 | -78 | -84 | -78 | -63 |
| B | 1731999941.216 | 146.888 | 123.799 | 42.672 | -84 | -84 | -77 | -80 | -100 | -81 | -81 | -63 |
| C | 1731999719.242 | 106.133 | 147.354 | 42.672 | -89 | -88 | -77 | -80 | -66 | -79 | -79 | -79 |
| D | 1731999948.258 | 121.416 | 101.956 | 42.672 | -76 | -86 | -100 | -78 | -100 | -78 | -74 | -63 |
| E | 1731999891.229 | 43.302 | 117.642 | 42.672 | -88 | -78 | -94 | -88 | -87 | -74 | -72 | -90 |
| F | 1732000031.227 | 126.510 | 109.759 | 42.672 | -90 | -82 | -89 | -81 | -89 | -81 | -84 | -84 |
| G | 1732000185.230 | 30.566 | 25.891 | 42.672 | -78 | -75 | -83 | -84 | -87 | -78 | -73 | -77 |
| H | 1732000010.213 | 81.510 | 140.573 | 42.672 | -92 | -87 | -83 | -91 | -84 | -77 | -75 | -78 |
| I | 1731999775.239 | 28.868 | 125.525 | 42.672 | -83 | -86 | -75 | -100 | -78 | -76 | -76 | -83 |
| J | 1731999662.228 | 75.567 | 185.852 | 42.672 | -89 | -88 | -74 | -88 | -78 | -91 | -90 | -70 |
| K | 1731999894.242 | 52.642 | 106.044 | 42.672 | -87 | -90 | -89 | -92 | -87 | -83 | -75 | -84 |
| L | 1732000094.222 | 33.963 | 128.563 | 42.672 | -94 | -89 | -91 | -93 | -90 | -79 | -79 | -90 |
| M | 1731999942.221 | 144.341 | 121.159 | 42.672 | -86 | -84 | -77 | -79 | -100 | -78 | -76 | -63 |
| N | 1731999808.224 | 88.303 | 125.949 | 42.672 | -79 | -87 | -83 | -90 | -81 | -81 | -73 | -86 |
| O | 1731999672.211 | 40.755 | 150.911 | 42.672 | -80 | -90 | -74 | -88 | -81 | -89 | -90 | -78 |
| P | 1731999825.213 | 118.869 | 104.265 | 42.672 | -87 | -81 | -82 | -75 | -76 | -77 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999559.221
- **Target RSSI fingerprint:** [-91, -83, -100, -82, -75, -88, -74, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52875660780548,
86.41670227050781,
42.672000000000004
] | 16 |
32,750 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691882.137 | 123.967 | 16.336 | 51.816 | -90 | -82 | -81 | -80 | -81 | -75 | -76 | -70 |
| B | 1723691887.134 | 101.890 | 26.687 | 51.816 | -85 | -100 | -79 | -79 | -80 | -77 | -76 | -66 |
| C | 1723691645.135 | 233.499 | 91.420 | 51.816 | -78 | -80 | -84 | -78 | -82 | -83 | -73 | -86 |
| D | 1723691357.159 | 208.026 | 130.527 | 51.816 | -67 | -69 | -82 | -79 | -83 | -80 | -74 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691505.141
- **Target RSSI fingerprint:** [-79, -82, -78, -78, -76, -80, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
157.9299793945564,
107.17157363891602,
51.816
] | 4 |
27,093 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939653.146 | 100.190 | 0.000 | 42.672 | -68 | -78 | -73 | -72 | -80 | -70 | -67 | -74 |
| B | 1725939736.147 | 9.340 | 68.037 | 42.672 | -74 | -73 | -71 | -65 | -61 | -68 | -70 | -67 |
| C | 1725939856.192 | 58.586 | 15.115 | 42.672 | -68 | -100 | -82 | -79 | -76 | -73 | -60 | -83 |
| D | 1725939960.146 | 39.906 | 11.572 | 42.672 | -100 | -100 | -100 | -100 | -84 | -100 | -84 | -100 |
| E | 1725939907.149 | 50.095 | 11.413 | 42.672 | -100 | -100 | -86 | -100 | -70 | -87 | -62 | -83 |
| F | 1725939597.150 | 68.775 | 40.050 | 42.672 | -100 | -69 | -76 | -75 | -100 | -72 | -100 | -62 |
| G | 1725939622.168 | 2.547 | 40.979 | 42.672 | -75 | -74 | -76 | -79 | -79 | -78 | -74 | -68 |
| H | 1725939279.146 | 67.925 | 77.884 | 42.672 | -100 | -73 | -78 | -73 | -83 | -77 | -100 | -64 |
| I | 1725939494.154 | 61.133 | 52.285 | 42.672 | -75 | -72 | -75 | -74 | -82 | -78 | -76 | -60 |
| J | 1725939883.156 | 59.435 | 12.076 | 42.672 | -62 | -77 | -84 | -77 | -81 | -78 | -67 | -77 |
| K | 1725939600.136 | 55.189 | 45.876 | 42.672 | -72 | -71 | -76 | -76 | -100 | -73 | -73 | -64 |
| L | 1725939651.150 | 96.794 | 1.035 | 42.672 | -74 | -79 | -77 | -86 | -87 | -72 | -75 | -78 |
| M | 1725939327.147 | 5.943 | 48.238 | 42.672 | -72 | -72 | -72 | -76 | -60 | -68 | -77 | -72 |
| N | 1725939609.134 | 13.585 | 64.534 | 42.672 | -74 | -81 | -75 | -76 | -64 | -77 | -74 | -63 |
| O | 1725939533.158 | 10.189 | 65.688 | 42.672 | -68 | -71 | -72 | -66 | -55 | -66 | -74 | -67 |
| P | 1725939557.143 | 43.302 | 106.787 | 42.672 | -78 | -76 | -82 | -81 | -83 | -76 | -77 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939296.149
- **Target RSSI fingerprint:** [-81, -73, -78, -76, -81, -76, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035333254444,
31.06595516204834,
42.672000000000004
] | 16 |
23,749 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941281.172 | 47.548 | 106.787 | 51.816 | -70 | -67 | -79 | -77 | -76 | -78 | -80 | -69 |
| B | 1725940874.169 | 34.812 | 118.266 | 51.816 | -69 | -65 | -79 | -79 | -72 | -77 | -80 | -68 |
| C | 1725940779.158 | 108.681 | 0.929 | 51.816 | -81 | -75 | -70 | -66 | -71 | -76 | -64 | -65 |
| D | 1725940905.159 | 102.737 | 32.884 | 51.816 | -79 | -88 | -80 | -79 | -79 | -78 | -73 | -58 |
| E | 1725940830.164 | 45.001 | 22.042 | 51.816 | -85 | -86 | -77 | -72 | -76 | -75 | -78 | -72 |
| F | 1725941306.168 | 108.681 | 43.527 | 51.816 | -80 | -82 | -79 | -77 | -80 | -77 | -78 | -76 |
| G | 1725940851.166 | 6.793 | 61.322 | 51.816 | -86 | -71 | -71 | -69 | -70 | -66 | -72 | -72 |
| H | 1725941485.140 | 33.114 | 25.346 | 51.816 | -97 | -100 | -100 | -100 | -100 | -79 | -71 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941096.153
- **Target RSSI fingerprint:** [-67, -73, -80, -78, -81, -76, -80, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13350529028273,
54.36873912811279,
51.816
] | 8 |
34,275 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689593.160 | 73.021 | 51.290 | 42.672 | -100 | -82 | -82 | -73 | -84 | -84 | -71 | -78 |
| B | 1723689879.155 | 216.517 | 69.258 | 42.672 | -89 | -90 | -100 | -86 | -86 | -100 | -83 | -89 |
| C | 1723690019.148 | 151.137 | 10.431 | 42.672 | -81 | -80 | -100 | -89 | -83 | -100 | -67 | -70 |
| D | 1723689883.141 | 230.102 | 82.874 | 42.672 | -86 | -82 | -100 | -82 | -82 | -100 | -100 | -100 |
| E | 1723690009.156 | 162.175 | 8.400 | 42.672 | -83 | -88 | -100 | -89 | -80 | -100 | -82 | -81 |
| F | 1723690163.143 | 191.044 | 84.891 | 42.672 | -100 | -87 | -82 | -85 | -86 | -78 | -83 | -90 |
| G | 1723689769.199 | 214.819 | 105.951 | 42.672 | -81 | -82 | -78 | -82 | -85 | -76 | -100 | -84 |
| H | 1723689740.170 | 135.854 | 49.963 | 42.672 | -76 | -75 | -75 | -100 | -83 | -71 | -81 | -82 |
| I | 1723690118.153 | 172.364 | 104.305 | 42.672 | -87 | -86 | -71 | -86 | -84 | -72 | -100 | -89 |
| J | 1723690184.147 | 236.046 | 89.615 | 42.672 | -84 | -79 | -88 | -100 | -81 | -88 | -100 | -87 |
| K | 1723690326.143 | 11.887 | 71.209 | 42.672 | -96 | -92 | -100 | -85 | -101 | -102 | -90 | -93 |
| L | 1723690244.156 | 39.058 | 55.590 | 42.672 | -80 | -100 | -79 | -68 | -87 | -82 | -72 | -74 |
| M | 1723689600.613 | 106.136 | 36.321 | 42.672 | -81 | -87 | -80 | -83 | -81 | -76 | -76 | -82 |
| N | 1723689713.162 | 192.742 | 123.308 | 42.672 | -87 | -89 | -71 | -85 | -83 | -70 | -84 | -85 |
| O | 1723690156.196 | 167.270 | 60.632 | 42.672 | -85 | -76 | -86 | -86 | -87 | -80 | -78 | -76 |
| P | 1723690231.158 | 100.192 | 27.642 | 42.672 | -86 | -100 | -77 | -80 | -85 | -72 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689942.308
- **Target RSSI fingerprint:** [-73, -77, -82, -86, -86, -78, -82, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.55191546040237,
44.42922592163086,
42.672000000000004
] | 16 |
22,320 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940835.158 | 19.529 | 26.355 | 51.816 | -83 | -77 | -75 | -82 | -71 | -67 | -74 | -73 |
| B | 1725940880.152 | 56.888 | 98.426 | 51.816 | -79 | -80 | -73 | -82 | -78 | -82 | -78 | -68 |
| C | 1725941367.144 | 69.624 | 22.254 | 51.816 | -79 | -76 | -79 | -83 | -71 | -76 | -74 | -73 |
| D | 1725941061.153 | 16.981 | 109.268 | 51.816 | -70 | -72 | -71 | -52 | -66 | -67 | -65 | -68 |
| E | 1725941447.146 | 34.812 | 28.160 | 51.816 | -100 | -100 | -100 | -67 | -100 | -70 | -69 | -100 |
| F | 1725941204.156 | 72.171 | 82.502 | 51.816 | -81 | -82 | -82 | -75 | -78 | -75 | -77 | -70 |
| G | 1725941288.171 | 73.869 | 83.723 | 51.816 | -79 | -82 | -76 | -83 | -78 | -80 | -79 | -65 |
| H | 1725941363.160 | 49.246 | 25.944 | 51.816 | -81 | -75 | -77 | -81 | -64 | -70 | -74 | -71 |
| I | 1725940932.155 | 10.189 | 75.017 | 51.816 | -77 | -73 | -79 | -59 | -74 | -76 | -72 | -65 |
| J | 1725940770.156 | 97.643 | 2.548 | 51.816 | -81 | -75 | -75 | -84 | -70 | -76 | -74 | -71 |
| K | 1725940938.180 | 9.340 | 70.399 | 51.816 | -74 | -74 | -76 | -71 | -66 | -72 | -58 | -60 |
| L | 1725940964.139 | 55.189 | 21.631 | 51.816 | -80 | -79 | -76 | -78 | -72 | -71 | -74 | -72 |
| M | 1725941358.166 | 22.925 | 30.044 | 51.816 | -81 | -78 | -77 | -78 | -73 | -72 | -74 | -72 |
| N | 1725941167.152 | 64.529 | 21.909 | 51.816 | -82 | -78 | -78 | -84 | -75 | -73 | -75 | -74 |
| O | 1725941256.157 | 8.491 | 72.549 | 51.816 | -75 | -73 | -73 | -64 | -77 | -73 | -78 | -73 |
| P | 1725940791.148 | 106.134 | 45.716 | 51.816 | -74 | -76 | -77 | -82 | -67 | -77 | -75 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941093.142
- **Target RSSI fingerprint:** [-77, -79, -80, -83, -81, -82, -79, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
99.34096095170463,
60.44657230377197,
51.816
] | 16 |
21,031 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999764.141 | 69.623 | 67.692 | 42.672 | -83 | -81 | -81 | -77 | -81 | -85 | -69 | -71 |
| B | 1722999870.153 | 80.661 | 49.127 | 42.672 | -85 | -73 | -83 | -85 | -86 | -80 | -63 | -85 |
| C | 1722999700.151 | 106.133 | 95.679 | 42.672 | -83 | -88 | -88 | -88 | -87 | -75 | -67 | -69 |
| D | 1722999473.172 | 116.322 | 64.667 | 42.672 | -86 | -88 | -88 | -88 | -82 | -83 | -81 | -71 |
| E | 1722999690.133 | 56.887 | 93.291 | 42.672 | -82 | -82 | -81 | -84 | -78 | -83 | -100 | -68 |
| F | 1723000146.139 | 86.604 | 96.290 | 42.672 | -82 | -91 | -89 | -92 | -83 | -78 | -71 | -67 |
| G | 1722999754.132 | 75.567 | 17.331 | 42.672 | -87 | -90 | -87 | -84 | -83 | -90 | -73 | -87 |
| H | 1722999699.138 | 101.887 | 95.454 | 42.672 | -82 | -89 | -89 | -90 | -85 | -78 | -68 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999503.151
- **Target RSSI fingerprint:** [-77, -74, -69, -69, -82, -77, -73, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79339204370157,
16.150050163269043,
42.672000000000004
] | 8 |
29,638 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696769.148 | 90.003 | 51.091 | 42.672 | -75 | -76 | -81 | -81 | -77 | -78 | -82 | -62 |
| B | 1723696576.143 | 122.268 | 45.783 | 42.672 | -72 | -73 | -85 | -69 | -77 | -75 | -72 | -80 |
| C | 1723696485.152 | 127.363 | 46.433 | 42.672 | -74 | -78 | -73 | -67 | -81 | -75 | -69 | -100 |
| D | 1723696854.197 | 84.059 | 20.874 | 42.672 | -74 | -100 | -78 | -83 | -77 | -75 | -84 | -59 |
| E | 1723696379.145 | 49.247 | 3.039 | 42.672 | -76 | -100 | -81 | -72 | -76 | -75 | -75 | -72 |
| F | 1723696860.149 | 71.323 | 42.664 | 42.672 | -77 | -78 | -81 | -71 | -67 | -70 | -68 | -70 |
| G | 1723696598.149 | 63.681 | 39.798 | 42.672 | -75 | -76 | -77 | -85 | -77 | -79 | -78 | -63 |
| H | 1723696444.132 | 18.680 | 48.185 | 42.672 | -100 | -75 | -77 | -82 | -69 | -72 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696861.124
- **Target RSSI fingerprint:** [-100, -71, -84, -69, -66, -68, -67, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62503893996436,
47.14965343475342,
42.672000000000004
] | 8 |
39,566 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128709.128 | 29.718 | 55.669 | 51.816 | -83 | -100 | -77 | -85 | -85 | -75 | -80 | -69 |
| B | 1724128859.132 | 121.419 | 88.474 | 51.816 | -67 | -79 | -100 | -100 | -67 | -77 | -74 | -65 |
| C | 1724128460.131 | 91.701 | 22.931 | 51.816 | -100 | -61 | -79 | -82 | -79 | -79 | -100 | -67 |
| D | 1724128920.127 | 114.627 | 67.201 | 51.816 | -81 | -82 | -79 | -82 | -80 | -80 | -82 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128552.142
- **Target RSSI fingerprint:** [-100, -74, -76, -74, -76, -78, -100, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026650504113,
62.34423637390137,
51.816
] | 4 |
34,634 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128505.141 | 96.796 | 90.079 | 51.816 | -69 | -82 | -82 | -73 | -83 | -83 | -71 | -72 |
| B | 1724128658.161 | 134.156 | 40.806 | 51.816 | -100 | -80 | -83 | -80 | -80 | -80 | -87 | -79 |
| C | 1724128840.130 | 129.910 | 37.847 | 51.816 | -100 | -79 | -83 | -80 | -78 | -79 | -100 | -78 |
| D | 1724128893.132 | 34.813 | 47.455 | 51.816 | -70 | -76 | -82 | -83 | -86 | -76 | -77 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128425.142
- **Target RSSI fingerprint:** [-73, -73, -71, -79, -74, -78, -67, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.416182142645205,
43.208351135253906,
51.816
] | 4 |
39,077 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698246.165 | 67.927 | 47.296 | 51.816 | -76 | -76 | -76 | -75 | -76 | -64 | -71 | -68 |
| B | 1723698218.181 | 123.117 | 48.570 | 51.816 | -79 | -73 | -73 | -74 | -77 | -79 | -74 | -100 |
| C | 1723698244.147 | 72.172 | 38.895 | 51.816 | -81 | -74 | -77 | -78 | -76 | -68 | -70 | -69 |
| D | 1723698387.145 | 102.739 | 79.702 | 51.816 | -77 | -77 | -71 | -70 | -76 | -79 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698089.141
- **Target RSSI fingerprint:** [-100, -77, -84, -80, -79, -80, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060262172568,
51.98007106781006,
51.816
] | 4 |
18,311 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004385.130 | 100.189 | 9.621 | 60.960 | -86 | -77 | -83 | -76 | -86 | -77 | -68 | -68 |
| B | 1723004764.128 | 13.585 | 87.558 | 60.960 | -78 | -82 | -100 | -81 | -67 | -74 | -81 | -81 |
| C | 1723004530.448 | 10.189 | 48.450 | 60.960 | -82 | -81 | -76 | -83 | -77 | -80 | -81 | -70 |
| D | 1723004670.156 | 18.679 | 14.213 | 60.960 | -82 | -78 | -72 | -83 | -71 | -83 | -80 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004814.161
- **Target RSSI fingerprint:** [-83, -85, -80, -79, -81, -72, -76, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.00089220933555,
9.820079803466797,
60.96
] | 4 |
17,720 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007944.159 | 153.680 | 23.993 | 51.816 | -75 | -75 | -76 | -83 | -85 | -68 | -82 | -78 |
| B | 1723007963.150 | 112.925 | 0.770 | 51.816 | -76 | -87 | -78 | -86 | -79 | -100 | -77 | -75 |
| C | 1723008244.142 | 16.132 | 60.181 | 51.816 | -81 | -74 | -81 | -72 | -74 | -77 | -79 | -70 |
| D | 1723008109.146 | 24.623 | 43.553 | 51.816 | -77 | -79 | -71 | -71 | -68 | -73 | -79 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008002.147
- **Target RSSI fingerprint:** [-80, -100, -84, -70, -84, -72, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868115144546604,
82.55502223968506,
51.816
] | 4 |
8,505 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994271.207 | 15.283 | 45.345 | 51.816 | -81 | -83 | -80 | -71 | -100 | -73 | -78 | -77 |
| B | 1731994753.213 | 61.133 | 111.312 | 51.816 | -90 | -89 | -84 | -92 | -87 | -82 | -85 | -72 |
| C | 1731994268.239 | 28.868 | 37.622 | 51.816 | -84 | -88 | -78 | -76 | -89 | -82 | -83 | -79 |
| D | 1731994715.221 | 104.435 | 53.612 | 51.816 | -100 | -85 | -94 | -90 | -77 | -85 | -81 | -79 |
| E | 1731994717.212 | 112.925 | 61.190 | 51.816 | -100 | -82 | -84 | -80 | -77 | -83 | -82 | -77 |
| F | 1731994644.232 | 65.378 | 16.429 | 51.816 | -83 | -81 | -81 | -81 | -86 | -77 | -76 | -79 |
| G | 1731994390.225 | 22.076 | 49.472 | 51.816 | -74 | -86 | -90 | -91 | -66 | -83 | -76 | -71 |
| H | 1731994766.223 | 11.038 | 67.891 | 51.816 | -78 | -83 | -72 | -64 | -89 | -77 | -77 | -73 |
| I | 1731994366.222 | 40.755 | 88.182 | 51.816 | -85 | -85 | -83 | -93 | -77 | -76 | -79 | -73 |
| J | 1731994420.223 | 97.642 | 95.932 | 51.816 | -87 | -89 | -77 | -83 | -77 | -77 | -75 | -63 |
| K | 1731994419.223 | 95.944 | 97.935 | 51.816 | -89 | -85 | -76 | -84 | -77 | -79 | -74 | -64 |
| L | 1731994685.253 | 25.472 | 95.215 | 51.816 | -92 | -76 | -82 | -93 | -82 | -87 | -75 | -81 |
| M | 1731994767.229 | 8.491 | 66.166 | 51.816 | -77 | -82 | -74 | -65 | -88 | -76 | -74 | -73 |
| N | 1731994773.230 | 7.642 | 64.680 | 51.816 | -77 | -81 | -79 | -79 | -81 | -83 | -74 | -72 |
| O | 1731994449.220 | 65.378 | 15.991 | 51.816 | -77 | -78 | -92 | -85 | -70 | -73 | -71 | -73 |
| P | 1731994607.221 | 79.812 | 93.543 | 51.816 | -91 | -94 | -95 | -93 | -79 | -86 | -84 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994508.245
- **Target RSSI fingerprint:** [-81, -84, -91, -84, -79, -83, -77, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81188370764946,
39.359941482543945,
51.816
] | 16 |
7,695 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828886.160 | 71.321 | 57.885 | 42.672 | -88 | -84 | -86 | -88 | -85 | -78 | -81 | -72 |
| B | 1722828474.161 | 27.170 | 83.749 | 42.672 | -94 | -82 | -81 | -79 | -77 | -78 | -78 | -77 |
| C | 1722828510.144 | 113.774 | 48.225 | 42.672 | -86 | -86 | -100 | -78 | -100 | -76 | -76 | -100 |
| D | 1722828808.154 | 123.963 | 69.218 | 42.672 | -88 | -83 | -84 | -81 | -78 | -90 | -81 | -80 |
| E | 1722829022.147 | 100.189 | 31.676 | 42.672 | -85 | -95 | -100 | -81 | -77 | -87 | -77 | -63 |
| F | 1722828664.159 | 0.849 | 53.267 | 42.672 | -97 | -86 | -85 | -81 | -88 | -75 | -77 | -100 |
| G | 1722828521.159 | 113.774 | 67.759 | 42.672 | -85 | -93 | -85 | -87 | -86 | -81 | -79 | -82 |
| H | 1722828429.177 | 63.680 | 10.603 | 42.672 | -100 | -91 | -79 | -99 | -82 | -79 | -94 | -86 |
| I | 1722828908.154 | 127.359 | 65.158 | 42.672 | -85 | -79 | -79 | -75 | -75 | -78 | -74 | -74 |
| J | 1722828766.138 | 7.642 | 52.020 | 42.672 | -90 | -89 | -86 | -81 | -86 | -75 | -74 | -76 |
| K | 1722828920.143 | 101.038 | 90.730 | 42.672 | -88 | -96 | -83 | -83 | -81 | -90 | -75 | -81 |
| L | 1722828685.135 | 53.491 | 74.991 | 42.672 | -88 | -84 | -86 | -86 | -83 | -77 | -76 | -72 |
| M | 1722828610.156 | 117.171 | 74.925 | 42.672 | -86 | -79 | -84 | -81 | -81 | -88 | -80 | -83 |
| N | 1722828293.132 | 68.774 | 0.226 | 42.672 | -89 | -100 | -100 | -100 | -67 | -78 | -88 | -73 |
| O | 1722828330.166 | 69.623 | 0.557 | 42.672 | -90 | -91 | -84 | -91 | -82 | -89 | -86 | -72 |
| P | 1722828636.155 | 67.076 | 7.179 | 42.672 | -88 | -90 | -72 | -84 | -78 | -83 | -79 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828506.166
- **Target RSSI fingerprint:** [-85, -82, -80, -80, -82, -80, -76, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49125718634149,
35.88310241699219,
42.672000000000004
] | 16 |
28,049 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941048.163 | 1.698 | 42.253 | 51.816 | -71 | -80 | -79 | -72 | -76 | -71 | -72 | -71 |
| B | 1725940820.154 | 55.189 | 32.021 | 51.816 | -100 | -74 | -82 | -76 | -79 | -77 | -76 | -60 |
| C | 1725941052.144 | 6.793 | 63.140 | 51.816 | -72 | -77 | -74 | -75 | -79 | -70 | -71 | -73 |
| D | 1725940967.154 | 71.322 | 19.242 | 51.816 | -76 | -74 | -76 | -75 | -66 | -64 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941183.144
- **Target RSSI fingerprint:** [-72, -77, -84, -73, -79, -80, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88816507867142,
26.660189628601074,
51.816
] | 4 |
37,764 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126950.153 | 100.192 | 57.421 | 42.672 | -100 | -100 | -87 | -86 | -87 | -83 | -76 | -81 |
| B | 1724126979.138 | 120.570 | 30.694 | 42.672 | -76 | -88 | -89 | -100 | -86 | -83 | -88 | -87 |
| C | 1724126890.147 | 120.570 | 80.923 | 42.672 | -81 | -71 | -84 | -100 | -77 | -83 | -71 | -80 |
| D | 1724126699.134 | 138.401 | 47.189 | 42.672 | -85 | -66 | -82 | -89 | -78 | -80 | -70 | -77 |
| E | 1724126894.148 | 113.778 | 94.233 | 42.672 | -81 | -71 | -82 | -100 | -85 | -81 | -69 | -86 |
| F | 1724126797.126 | 113.778 | 28.425 | 42.672 | -80 | -94 | -91 | -100 | -100 | -84 | -87 | -88 |
| G | 1724127085.143 | 107.834 | 94.551 | 42.672 | -82 | -86 | -90 | -86 | -88 | -83 | -84 | -86 |
| H | 1724126782.156 | 138.401 | 56.930 | 42.672 | -100 | -80 | -76 | -86 | -85 | -81 | -86 | -79 |
| I | 1724126660.128 | 72.172 | 78.202 | 42.672 | -100 | -87 | -83 | -64 | -81 | -83 | -76 | -77 |
| J | 1724127208.173 | 6.793 | 110.609 | 42.672 | -89 | -78 | -80 | -67 | -82 | -82 | -100 | -79 |
| K | 1724126615.130 | 35.662 | 53.559 | 42.672 | -100 | -100 | -73 | -77 | -82 | -79 | -100 | -76 |
| L | 1724127136.143 | 106.985 | 60.911 | 42.672 | -100 | -100 | -88 | -91 | -86 | -81 | -81 | -78 |
| M | 1724126872.134 | 123.117 | 35.697 | 42.672 | -90 | -100 | -86 | -92 | -79 | -79 | -74 | -82 |
| N | 1724127009.145 | 30.567 | 50.427 | 42.672 | -74 | -83 | -100 | -63 | -81 | -100 | -80 | -71 |
| O | 1724127162.115 | 123.117 | 31.796 | 42.672 | -74 | -90 | -88 | -100 | -86 | -81 | -80 | -85 |
| P | 1724126947.159 | 86.607 | 51.064 | 42.672 | -100 | -100 | -86 | -72 | -84 | -81 | -74 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126724.143
- **Target RSSI fingerprint:** [-75, -74, -100, -61, -84, -77, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11591270105737,
78.60044956207275,
42.672000000000004
] | 16 |
10,920 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999708.150 | 138.397 | 97.113 | 42.672 | -100 | -83 | -84 | -82 | -69 | -70 | -84 | -64 |
| B | 1722999863.146 | 116.322 | 50.427 | 42.672 | -84 | -80 | -76 | -85 | -81 | -85 | -71 | -70 |
| C | 1722999836.168 | 124.812 | 15.473 | 42.672 | -81 | -85 | -75 | -74 | -73 | -69 | -71 | -79 |
| D | 1723000075.177 | 136.699 | 39.639 | 42.672 | -83 | -89 | -87 | -84 | -78 | -70 | -75 | -85 |
| E | 1723000000.144 | 64.529 | 90.663 | 42.672 | -77 | -78 | -74 | -73 | -77 | -80 | -72 | -67 |
| F | 1722999522.140 | 79.812 | 9.541 | 42.672 | -86 | -86 | -83 | -84 | -83 | -89 | -82 | -72 |
| G | 1722999871.136 | 75.567 | 49.021 | 42.672 | -81 | -87 | -84 | -85 | -80 | -86 | -83 | -63 |
| H | 1722999510.160 | 133.303 | 14.133 | 42.672 | -85 | -81 | -74 | -79 | -82 | -85 | -71 | -79 |
| I | 1722999569.140 | 1.698 | 84.028 | 42.672 | -83 | -87 | -81 | -80 | -88 | -70 | -80 | -100 |
| J | 1722999929.149 | 123.963 | 99.342 | 42.672 | -81 | -85 | -79 | -81 | -71 | -68 | -79 | -69 |
| K | 1722999647.147 | 71.321 | 47.335 | 42.672 | -82 | -86 | -85 | -82 | -81 | -88 | -82 | -65 |
| L | 1723000150.141 | 106.133 | 97.298 | 42.672 | -82 | -83 | -87 | -87 | -77 | -68 | -89 | -68 |
| M | 1723000272.124 | 66.227 | 1.128 | 42.672 | -94 | -90 | -93 | -86 | -93 | -92 | -82 | -84 |
| N | 1722999819.151 | 34.812 | 12.474 | 42.672 | -84 | -84 | -88 | -87 | -83 | -71 | -90 | -74 |
| O | 1722999500.149 | 140.944 | 28.598 | 42.672 | -84 | -83 | -68 | -69 | -76 | -73 | -66 | -100 |
| P | 1722999592.142 | 28.019 | 11.837 | 42.672 | -82 | -84 | -80 | -84 | -100 | -68 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999881.150
- **Target RSSI fingerprint:** [-82, -77, -76, -72, -81, -100, -68, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.320929062004485,
47.667198181152344,
42.672000000000004
] | 16 |
27,922 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943085.151 | 10.189 | 62.503 | 60.960 | -80 | -75 | -65 | -74 | -76 | -71 | -75 | -66 |
| B | 1725943389.170 | 26.321 | 12.832 | 60.960 | -77 | -77 | -83 | -74 | -73 | -74 | -74 | -71 |
| C | 1725942927.162 | 101.039 | 4.883 | 60.960 | -81 | -76 | -86 | -76 | -75 | -75 | -64 | -77 |
| D | 1725943641.164 | 35.661 | 7.484 | 60.960 | -100 | -87 | -81 | -100 | -100 | -83 | -82 | -100 |
| E | 1725943316.158 | 50.944 | 11.187 | 60.960 | -81 | -76 | -84 | -79 | -73 | -76 | -71 | -72 |
| F | 1725943443.173 | 81.511 | 65.489 | 60.960 | -66 | -78 | -80 | -73 | -79 | -77 | -79 | -65 |
| G | 1725943337.161 | 102.737 | 18.645 | 60.960 | -75 | -79 | -84 | -74 | -78 | -74 | -72 | -68 |
| H | 1725943007.172 | 7.642 | 60.818 | 60.960 | -71 | -78 | -64 | -72 | -76 | -69 | -72 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943311.160
- **Target RSSI fingerprint:** [-83, -76, -77, -78, -70, -74, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170175750170145,
14.955716133117676,
60.96
] | 8 |
8,184 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010220.139 | 89.152 | 86.377 | 60.960 | -75 | -78 | -70 | -83 | -61 | -84 | -72 | -76 |
| B | 1723009987.183 | 50.944 | 85.236 | 60.960 | -74 | -74 | -69 | -83 | -71 | -82 | -100 | -73 |
| C | 1723010172.146 | 68.774 | 42.532 | 60.960 | -80 | -100 | -84 | -79 | -80 | -69 | -70 | -78 |
| D | 1723010304.163 | 31.415 | 83.723 | 60.960 | -100 | -79 | -100 | -80 | -72 | -74 | -75 | -72 |
| E | 1723010352.149 | 108.680 | 10.285 | 60.960 | -73 | -80 | -72 | -88 | -77 | -85 | -68 | -75 |
| F | 1723009858.152 | 11.887 | 82.329 | 60.960 | -100 | -79 | -86 | -80 | -83 | -74 | -78 | -70 |
| G | 1723009789.150 | 140.095 | 65.609 | 60.960 | -78 | -82 | -73 | -78 | -75 | -75 | -81 | -75 |
| H | 1723010354.149 | 118.869 | 9.926 | 60.960 | -73 | -79 | -72 | -83 | -81 | -78 | -66 | -77 |
| I | 1723010282.166 | 84.906 | 41.297 | 60.960 | -83 | -86 | -90 | -84 | -77 | -80 | -81 | -69 |
| J | 1723010080.149 | 23.774 | 84.254 | 60.960 | -100 | -82 | -100 | -83 | -78 | -75 | -81 | -72 |
| K | 1723010322.144 | 16.132 | 55.696 | 60.960 | -74 | -81 | -76 | -66 | -81 | -67 | -77 | -74 |
| L | 1723009947.150 | 68.774 | 44.642 | 60.960 | -79 | -85 | -86 | -81 | -80 | -71 | -69 | -77 |
| M | 1723009964.143 | 18.679 | 56.067 | 60.960 | -77 | -83 | -78 | -73 | -77 | -73 | -77 | -67 |
| N | 1723010317.160 | 1.698 | 79.463 | 60.960 | -78 | -79 | -76 | -80 | -81 | -71 | -82 | -73 |
| O | 1723010206.164 | 20.377 | 83.776 | 60.960 | -72 | -69 | -71 | -83 | -69 | -78 | -77 | -74 |
| P | 1723010346.151 | 81.510 | 8.135 | 60.960 | -76 | -76 | -77 | -81 | -79 | -80 | -64 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009807.164
- **Target RSSI fingerprint:** [-85, -84, -85, -72, -100, -72, -60, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
154.52932312714944,
7.059841156005859,
60.96
] | 16 |
28,566 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938351.145 | 34.812 | 7.232 | 30.480 | -94 | -84 | -89 | -88 | -100 | -83 | -100 | -87 |
| B | 1725937756.150 | 55.189 | 40.183 | 30.480 | -75 | -75 | -75 | -74 | -80 | -69 | -61 | -63 |
| C | 1725937729.142 | 106.134 | 47.508 | 30.480 | -80 | -77 | -80 | -75 | -68 | -72 | -63 | -77 |
| D | 1725937634.145 | 58.586 | 63.751 | 30.480 | -77 | -84 | -75 | -78 | -72 | -82 | -64 | -71 |
| E | 1725938093.347 | 56.038 | 19.070 | 30.480 | -79 | -81 | -76 | -71 | -86 | -81 | -75 | -67 |
| F | 1725937577.139 | 51.793 | 11.558 | 30.480 | -76 | -84 | -74 | -73 | -87 | -78 | -100 | -65 |
| G | 1725937926.156 | 22.925 | 118.372 | 30.480 | -100 | -72 | -100 | -100 | -67 | -54 | -68 | -60 |
| H | 1725937864.175 | 59.435 | 47.243 | 30.480 | -78 | -84 | -77 | -77 | -74 | -80 | -64 | -68 |
| I | 1725937931.148 | 43.302 | 100.762 | 30.480 | -76 | -75 | -100 | -100 | -72 | -66 | -69 | -72 |
| J | 1725938122.146 | 4.245 | 45.796 | 30.480 | -100 | -60 | -100 | -74 | -100 | -55 | -100 | -53 |
| K | 1725937734.143 | 106.134 | 46.659 | 30.480 | -78 | -87 | -71 | -75 | -67 | -84 | -62 | -77 |
| L | 1725937635.149 | 58.586 | 58.575 | 30.480 | -74 | -87 | -76 | -77 | -72 | -80 | -63 | -69 |
| M | 1725937963.153 | 103.586 | 28.823 | 30.480 | -75 | -81 | -67 | -77 | -73 | -79 | -62 | -74 |
| N | 1725937750.147 | 82.360 | 28.093 | 30.480 | -76 | -83 | -77 | -70 | -78 | -77 | -59 | -78 |
| O | 1725938074.145 | 67.925 | 71.620 | 30.480 | -76 | -85 | -69 | -75 | -77 | -77 | -74 | -71 |
| P | 1725937843.165 | 92.548 | 47.243 | 30.480 | -76 | -73 | -64 | -75 | -75 | -70 | -72 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938049.135
- **Target RSSI fingerprint:** [-78, -86, -75, -75, -81, -83, -61, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49188876207775,
20.091352462768555,
30.48
] | 16 |
17,950 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828482.166 | 39.057 | 81.520 | 42.672 | -89 | -85 | -86 | -89 | -77 | -82 | -81 | -75 |
| B | 1722828800.154 | 101.888 | 92.070 | 42.672 | -77 | -81 | -83 | -87 | -84 | -81 | -80 | -73 |
| C | 1722828491.153 | 74.718 | 53.652 | 42.672 | -97 | -88 | -87 | -80 | -92 | -84 | -78 | -79 |
| D | 1722828613.143 | 123.114 | 67.652 | 42.672 | -85 | -74 | -84 | -87 | -79 | -76 | -72 | -78 |
| E | 1722828728.155 | 85.755 | 105.738 | 42.672 | -87 | -85 | -83 | -86 | -76 | -77 | -77 | -75 |
| F | 1722828532.153 | 74.718 | 110.396 | 42.672 | -98 | -96 | -85 | -94 | -78 | -81 | -86 | -77 |
| G | 1722828674.164 | 29.717 | 86.430 | 42.672 | -88 | -81 | -87 | -79 | -81 | -76 | -87 | -80 |
| H | 1722828442.141 | 67.925 | 10.922 | 42.672 | -91 | -94 | -86 | -89 | -96 | -88 | -88 | -93 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829008.200
- **Target RSSI fingerprint:** [-80, -74, -80, -86, -81, -75, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81219660682929,
67.49314308166504,
42.672000000000004
] | 8 |
43,822 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696587.142 | 110.381 | 63.034 | 42.672 | -88 | -89 | -81 | -83 | -81 | -84 | -83 | -84 |
| B | 1723696907.139 | 35.662 | 14.279 | 42.672 | -70 | -68 | -100 | -77 | -68 | -100 | -78 | -73 |
| C | 1723696767.157 | 99.343 | 55.669 | 42.672 | -81 | -87 | -78 | -81 | -79 | -76 | -81 | -73 |
| D | 1723696564.159 | 92.550 | 28.783 | 42.672 | -85 | -81 | -75 | -67 | -81 | -72 | -70 | -76 |
| E | 1723696578.144 | 118.872 | 51.622 | 42.672 | -89 | -87 | -75 | -76 | -80 | -77 | -80 | -82 |
| F | 1723696530.147 | 21.227 | 49.047 | 42.672 | -79 | -79 | -78 | -100 | -76 | -74 | -75 | -63 |
| G | 1723696597.133 | 67.927 | 41.948 | 42.672 | -84 | -85 | -79 | -88 | -79 | -78 | -81 | -62 |
| H | 1723696368.154 | 34.813 | 13.615 | 42.672 | -78 | -76 | -80 | -75 | -71 | -79 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696909.145
- **Target RSSI fingerprint:** [-75, -79, -100, -77, -70, -78, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.41617610705709,
24.576740264892578,
42.672000000000004
] | 8 |
23,726 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943405.158 | 5.094 | 42.983 | 60.960 | -75 | -75 | -72 | -76 | -71 | -71 | -72 | -68 |
| B | 1725942964.162 | 63.680 | 72.562 | 60.960 | -75 | -71 | -83 | -84 | -82 | -75 | -74 | -69 |
| C | 1725943273.140 | 60.284 | 35.432 | 60.960 | -100 | -100 | -73 | -71 | -70 | -100 | -100 | -70 |
| D | 1725943337.161 | 102.737 | 18.645 | 60.960 | -79 | -78 | -74 | -73 | -75 | -74 | -72 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943439.174
- **Target RSSI fingerprint:** [-79, -76, -76, -73, -68, -74, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823539884691,
78.3350419998169,
60.96
] | 4 |
9,397 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010463.159 | 146.039 | 72.576 | 60.960 | -83 | -89 | -85 | -82 | -88 | -76 | -79 | -81 |
| B | 1723009981.168 | 22.076 | 84.891 | 60.960 | -75 | -84 | -83 | -70 | -77 | -68 | -69 | -82 |
| C | 1723010565.155 | 202.926 | 3.065 | 60.960 | -101 | -94 | -95 | -88 | -99 | -84 | -100 | -89 |
| D | 1723010151.169 | 146.039 | 36.321 | 60.960 | -78 | -85 | -82 | -87 | -81 | -82 | -76 | -70 |
| E | 1723010415.159 | 11.887 | 68.356 | 60.960 | -78 | -83 | -76 | -75 | -72 | -77 | -69 | -77 |
| F | 1723010013.144 | 135.850 | 71.872 | 60.960 | -82 | -77 | -79 | -78 | -72 | -72 | -76 | -76 |
| G | 1723010094.155 | 2.547 | 77.499 | 60.960 | -74 | -74 | -74 | -73 | -71 | -72 | -71 | -80 |
| H | 1723010031.165 | 157.926 | 8.652 | 60.960 | -100 | -76 | -73 | -84 | -75 | -84 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010227.139
- **Target RSSI fingerprint:** [-74, -87, -88, -78, -85, -71, -77, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11402117272895,
87.41198062896729,
60.96
] | 8 |
40,352 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690191.150 | 229.253 | 78.056 | 42.672 | -83 | -83 | -83 | -88 | -86 | -88 | -89 | -100 |
| B | 1723689682.137 | 226.706 | 77.977 | 42.672 | -86 | -85 | -86 | -100 | -81 | -100 | -89 | -85 |
| C | 1723689739.140 | 134.156 | 54.448 | 42.672 | -81 | -72 | -76 | -69 | -81 | -73 | -81 | -79 |
| D | 1723689648.160 | 163.874 | 104.491 | 42.672 | -88 | -86 | -100 | -77 | -89 | -74 | -87 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689767.161
- **Target RSSI fingerprint:** [-87, -87, -100, -76, -85, -78, -100, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
207.17695908850726,
98.98375034332275,
42.672000000000004
] | 4 |
34,843 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691268.137 | 148.590 | 17.397 | 51.816 | -83 | -100 | -100 | -100 | -100 | -71 | -82 | -69 |
| B | 1723691503.150 | 153.685 | 103.031 | 51.816 | -80 | -82 | -74 | -79 | -80 | -80 | -77 | -77 |
| C | 1723691769.169 | 189.346 | 127.143 | 51.816 | -85 | -77 | -85 | -78 | -86 | -82 | -79 | -78 |
| D | 1723691818.141 | 178.308 | 81.148 | 51.816 | -80 | -80 | -84 | -79 | -76 | -79 | -78 | -79 |
| E | 1723691602.155 | 139.250 | 40.926 | 51.816 | -100 | -76 | -100 | -100 | -79 | -79 | -75 | -79 |
| F | 1723691425.166 | 206.328 | 102.129 | 51.816 | -84 | -79 | -72 | -71 | -75 | -82 | -84 | -82 |
| G | 1723691396.146 | 129.061 | 56.200 | 51.816 | -82 | -82 | -80 | -100 | -75 | -77 | -72 | -75 |
| H | 1723691497.175 | 130.759 | 77.048 | 51.816 | -80 | -100 | -80 | -84 | -77 | -85 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691733.148
- **Target RSSI fingerprint:** [-85, -83, -82, -73, -76, -78, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061857362115,
65.23717880249023,
51.816
] | 8 |
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