id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
35,972 | **[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 | 1724127124.139 | 52.643 | 33.906 | 42.672 | -100 | -71 | -100 | -70 | -100 | -72 | -64 | -59 |
| B | 1724126716.143 | 110.381 | 95.547 | 42.672 | -83 | -100 | -86 | -100 | -82 | -100 | -87 | -87 |
| C | 1724126908.162 | 78.116 | 77.366 | 42.672 | -78 | -100 | -85 | -100 | -85 | -100 | -64 | -80 |
| D | 1724127192.131 | 38.209 | 37.781 | 42.672 | -86 | -100 | -78 | -85 | -100 | -69 | -63 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126820.161
- **Target RSSI fingerprint:** [-86, -73, -100, -67, -70, -73, -66, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15247239624981,
21.1397123336792,
42.672000000000004
] | 4 |
910 | **[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 | 1723006689.144 | 26.321 | 81.626 | 42.672 | -80 | -80 | -78 | -67 | -68 | -81 | -100 | -71 |
| B | 1723006790.147 | 6.792 | 79.556 | 42.672 | -85 | -87 | -78 | -91 | -85 | -77 | -80 | -74 |
| C | 1723006355.136 | 16.132 | 57.501 | 42.672 | -81 | -90 | -80 | -83 | -81 | -71 | -79 | -68 |
| D | 1723007052.155 | 199.530 | 3.636 | 42.672 | -100 | -95 | -100 | -92 | -97 | -102 | -96 | -102 |
| E | 1723006951.151 | 157.926 | 62.212 | 42.672 | -86 | -73 | -73 | -69 | -74 | -83 | -74 | -71 |
| F | 1723006026.174 | 203.775 | 1.261 | 42.672 | -100 | -83 | -100 | -100 | -97 | -88 | -75 | -88 |
| G | 1723007042.152 | 209.718 | 4.830 | 42.672 | -100 | -98 | -100 | -97 | -99 | -104 | -101 | -107 |
| H | 1723006523.162 | 107.831 | 5.335 | 42.672 | -71 | -72 | -84 | -85 | -84 | -75 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006541.161
- **Target RSSI fingerprint:** [-89, -91, -90, -83, -84, -90, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278587194107,
48.63593578338623,
42.672000000000004
] | 8 |
4,360 | **[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 | 1723003115.156 | 4.245 | 85.342 | 51.816 | -80 | -72 | -91 | -83 | -86 | -84 | -88 | -77 |
| B | 1723003230.155 | 22.076 | 89.535 | 51.816 | -74 | -83 | -83 | -85 | -86 | -82 | -69 | -81 |
| C | 1723003164.151 | 132.454 | 12.142 | 51.816 | -82 | -80 | -84 | -78 | -78 | -83 | -70 | -79 |
| D | 1723003188.177 | 101.887 | 48.132 | 51.816 | -78 | -100 | -83 | -76 | -75 | -68 | -83 | -60 |
| E | 1723003352.168 | 23.774 | 14.889 | 51.816 | -84 | -73 | -88 | -79 | -84 | -78 | -72 | -79 |
| F | 1723003246.167 | 102.737 | 93.994 | 51.816 | -82 | -87 | -85 | -85 | -76 | -86 | -69 | -67 |
| G | 1723003455.145 | 53.491 | 93.676 | 51.816 | -81 | -86 | -73 | -86 | -81 | -85 | -69 | -74 |
| H | 1723003402.149 | 122.265 | 49.326 | 51.816 | -88 | -86 | -80 | -77 | -81 | -78 | -87 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003163.138
- **Target RSSI fingerprint:** [-81, -85, -84, -82, -77, -82, -73, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.7555813284371,
11.996421813964844,
51.816
] | 8 |
87 | **[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 | 1722999531.133 | 76.416 | 32.181 | 42.672 | -100 | -85 | -78 | -83 | -80 | -89 | -79 | -71 |
| B | 1723000147.162 | 90.850 | 96.569 | 42.672 | -75 | -87 | -85 | -91 | -87 | -78 | -70 | -67 |
| C | 1722999947.154 | 137.548 | 49.711 | 42.672 | -81 | -90 | -85 | -78 | -77 | -83 | -71 | -75 |
| D | 1722999926.143 | 108.680 | 98.559 | 42.672 | -81 | -85 | -84 | -92 | -88 | -74 | -68 | -68 |
| E | 1722999500.149 | 140.944 | 28.598 | 42.672 | -77 | -68 | -78 | -66 | -69 | -76 | -100 | -73 |
| F | 1723000054.144 | 86.604 | 15.035 | 42.672 | -81 | -79 | -76 | -84 | -82 | -81 | -70 | -71 |
| G | 1723000004.141 | 45.849 | 88.500 | 42.672 | -79 | -80 | -90 | -86 | -80 | -88 | -69 | -91 |
| H | 1722999612.132 | 132.454 | 13.695 | 42.672 | -80 | -70 | -78 | -68 | -72 | -75 | -81 | -73 |
| I | 1722999820.181 | 40.755 | 12.501 | 42.672 | -83 | -87 | -74 | -86 | -88 | -81 | -75 | -71 |
| J | 1722999987.148 | 71.321 | 58.974 | 42.672 | -100 | -81 | -80 | -72 | -76 | -81 | -100 | -70 |
| K | 1723000092.159 | 93.397 | 49.233 | 42.672 | -86 | -75 | -80 | -70 | -70 | -74 | -62 | -86 |
| L | 1723000158.145 | 137.548 | 99.355 | 42.672 | -74 | -83 | -85 | -86 | -79 | -71 | -64 | -70 |
| M | 1722999774.150 | 65.378 | 92.481 | 42.672 | -100 | -84 | -91 | -81 | -84 | -79 | -74 | -80 |
| N | 1722999714.148 | 138.397 | 90.876 | 42.672 | -79 | -86 | -89 | -89 | -88 | -79 | -63 | -77 |
| O | 1722999694.147 | 76.416 | 94.777 | 42.672 | -76 | -88 | -82 | -88 | -87 | -79 | -76 | -66 |
| P | 1723000030.152 | 13.585 | 36.241 | 42.672 | -82 | -81 | -72 | -75 | -78 | -84 | -67 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999383.137
- **Target RSSI fingerprint:** [-94, -98, -96, -96, -95, -93, -87, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77404045233429,
1.9507455825805664,
42.672000000000004
] | 16 |
15,829 | **[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 | 1731994598.216 | 45.000 | 64.441 | 51.816 | -82 | -88 | -91 | -83 | -74 | -88 | -73 | -77 |
| B | 1731994339.223 | 109.529 | 81.852 | 51.816 | -90 | -87 | -76 | -80 | -84 | -77 | -71 | -79 |
| C | 1731994249.211 | 63.680 | 11.638 | 51.816 | -90 | -76 | -78 | -79 | -85 | -85 | -75 | -73 |
| D | 1731994424.221 | 112.925 | 81.692 | 51.816 | -81 | -90 | -88 | -79 | -84 | -81 | -79 | -68 |
| E | 1731994626.220 | 106.133 | 66.060 | 51.816 | -81 | -86 | -84 | -81 | -77 | -86 | -79 | -73 |
| F | 1731994399.220 | 39.906 | 58.841 | 51.816 | -91 | -86 | -88 | -86 | -81 | -86 | -74 | -77 |
| G | 1731994751.243 | 69.623 | 118.624 | 51.816 | -80 | -91 | -85 | -89 | -84 | -84 | -85 | -73 |
| H | 1731994825.217 | 124.812 | 73.160 | 51.816 | -89 | -85 | -77 | -82 | -81 | -80 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994302.223
- **Target RSSI fingerprint:** [-88, -75, -80, -81, -94, -78, -70, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.69844259490127,
84.83752727508545,
51.816
] | 8 |
2,085 | **[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 | 1722999759.133 | 73.019 | 43.062 | 42.672 | -100 | -81 | -81 | -84 | -74 | -86 | -70 | -76 |
| B | 1722999529.158 | 78.114 | 22.918 | 42.672 | -86 | -88 | -86 | -76 | -88 | -88 | -76 | -71 |
| C | 1722999474.149 | 118.869 | 68.794 | 42.672 | -83 | -89 | -88 | -83 | -88 | -81 | -79 | -72 |
| D | 1722999712.345 | 137.548 | 95.706 | 42.672 | -80 | -78 | -80 | -85 | -80 | -76 | -69 | -75 |
| E | 1723000079.154 | 135.850 | 53.174 | 42.672 | -78 | -84 | -78 | -81 | -72 | -74 | -75 | -70 |
| F | 1723000123.149 | 1.698 | 86.563 | 42.672 | -100 | -92 | -86 | -89 | -81 | -94 | -78 | -81 |
| G | 1722999982.156 | 74.717 | 34.264 | 42.672 | -100 | -84 | -80 | -81 | -85 | -89 | -81 | -73 |
| H | 1722999820.181 | 40.755 | 12.501 | 42.672 | -83 | -87 | -88 | -74 | -86 | -81 | -75 | -71 |
| I | 1722999703.135 | 121.416 | 96.343 | 42.672 | -76 | -83 | -83 | -86 | -84 | -73 | -69 | -68 |
| J | 1722999838.145 | 135.001 | 15.845 | 42.672 | -77 | -70 | -72 | -75 | -70 | -73 | -80 | -69 |
| K | 1722999473.172 | 116.322 | 64.667 | 42.672 | -90 | -88 | -88 | -82 | -88 | -83 | -81 | -71 |
| L | 1722999817.155 | 23.774 | 12.341 | 42.672 | -83 | -81 | -78 | -78 | -77 | -100 | -74 | -76 |
| M | 1723000172.137 | 118.020 | 68.528 | 42.672 | -75 | -83 | -78 | -82 | -81 | -75 | -65 | -70 |
| N | 1722999624.163 | 139.246 | 32.831 | 42.672 | -84 | -82 | -81 | -81 | -75 | -78 | -79 | -70 |
| O | 1722999920.139 | 78.963 | 96.622 | 42.672 | -80 | -89 | -88 | -83 | -91 | -78 | -74 | -67 |
| P | 1722999929.149 | 123.963 | 99.342 | 42.672 | -74 | -79 | -81 | -84 | -79 | -71 | -69 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000089.145
- **Target RSSI fingerprint:** [-84, -74, -84, -89, -80, -78, -72, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83090293143772,
49.75064754486084,
42.672000000000004
] | 16 |
6,778 | **[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 | 1731999397.230 | 4.245 | 12.169 | 42.672 | -89 | -96 | -86 | -100 | -92 | -91 | -93 | -96 |
| B | 1731999810.215 | 95.095 | 117.921 | 42.672 | -86 | -82 | -82 | -88 | -90 | -85 | -74 | -75 |
| C | 1731999925.209 | 124.812 | 161.447 | 42.672 | -100 | -91 | -92 | -77 | -90 | -84 | -89 | -90 |
| D | 1731999954.230 | 97.642 | 83.298 | 42.672 | -82 | -67 | -78 | -82 | -78 | -100 | -75 | -69 |
| E | 1732000021.236 | 112.076 | 99.793 | 42.672 | -88 | -83 | -81 | -90 | -77 | -81 | -77 | -70 |
| F | 1731999623.222 | 91.699 | 94.220 | 42.672 | -80 | -89 | -82 | -84 | -82 | -75 | -85 | -82 |
| G | 1732000069.225 | 99.340 | 197.596 | 42.672 | -89 | -83 | -80 | -80 | -89 | -77 | -87 | -83 |
| H | 1731999569.239 | 29.717 | 124.038 | 42.672 | -87 | -89 | -73 | -92 | -80 | -74 | -80 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000028.217
- **Target RSSI fingerprint:** [-86, -85, -91, -77, -88, -89, -87, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
115.47251182449402,
99.72689151763916,
42.672000000000004
] | 8 |
33,071 | **[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 | 1724130047.228 | 97.645 | 29.991 | 60.960 | -81 | -76 | -79 | -84 | -83 | -75 | -77 | -67 |
| B | 1724129896.143 | 123.117 | 84.201 | 60.960 | -75 | -100 | -75 | -70 | -76 | -79 | -67 | -62 |
| C | 1724130276.124 | 95.947 | 88.009 | 60.960 | -71 | -82 | -74 | -75 | -79 | -66 | -78 | -60 |
| D | 1724130043.129 | 90.003 | 48.079 | 60.960 | -79 | -76 | -78 | -84 | -78 | -70 | -77 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130031.138
- **Target RSSI fingerprint:** [-100, -80, -83, -75, -81, -69, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71956749687213,
76.64970397949219,
60.96
] | 4 |
40,152 | **[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 | 1723697931.140 | 39.058 | 2.123 | 51.816 | -71 | -72 | -77 | -100 | -66 | -58 | -75 | -70 |
| B | 1723698319.152 | 113.778 | 65.874 | 51.816 | -100 | -78 | -100 | -71 | -74 | -84 | -69 | -70 |
| C | 1723698183.146 | 16.982 | 46.115 | 51.816 | -78 | -77 | -68 | -75 | -76 | -66 | -72 | -65 |
| D | 1723697945.151 | 67.927 | 18.379 | 51.816 | -72 | -76 | -75 | -72 | -80 | -77 | -73 | -66 |
| E | 1723698252.141 | 57.738 | 66.286 | 51.816 | -81 | -100 | -79 | -74 | -74 | -81 | -67 | -68 |
| F | 1723698180.135 | 16.982 | 45.478 | 51.816 | -79 | -78 | -69 | -73 | -79 | -70 | -72 | -65 |
| G | 1723698188.153 | 28.869 | 54.475 | 51.816 | -81 | -80 | -79 | -76 | -82 | -78 | -75 | -72 |
| H | 1723697989.146 | 39.907 | 31.424 | 51.816 | -82 | -78 | -74 | -80 | -80 | -81 | -76 | -65 |
| I | 1723698354.164 | 18.680 | 44.602 | 51.816 | -83 | -77 | -70 | -77 | -79 | -77 | -75 | -66 |
| J | 1723698165.135 | 38.209 | 30.283 | 51.816 | -80 | -79 | -72 | -76 | -80 | -79 | -75 | -66 |
| K | 1723698370.164 | 59.436 | 71.501 | 51.816 | -83 | -100 | -84 | -77 | -83 | -80 | -71 | -71 |
| L | 1723698339.140 | 47.549 | 35.087 | 51.816 | -76 | -72 | -74 | -74 | -71 | -70 | -73 | -65 |
| M | 1723697987.146 | 49.247 | 36.056 | 51.816 | -80 | -75 | -70 | -74 | -74 | -76 | -71 | -65 |
| N | 1723698389.159 | 108.683 | 70.943 | 51.816 | -83 | -100 | -100 | -80 | -74 | -82 | -76 | -78 |
| O | 1723698049.156 | 123.117 | 44.681 | 51.816 | -84 | -82 | -100 | -76 | -83 | -81 | -75 | -75 |
| P | 1723698564.163 | 7.642 | 59.013 | 51.816 | -91 | -93 | -90 | -100 | -93 | -82 | -99 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697939.158
- **Target RSSI fingerprint:** [-100, -78, -81, -77, -82, -81, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.756120524345135,
0.10616302490234375,
51.816
] | 16 |
6,351 | **[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 | 1723004379.143 | 130.756 | 11.267 | 60.960 | -85 | -84 | -83 | -74 | -71 | -79 | -86 | -73 |
| B | 1723004896.146 | 24.623 | 9.900 | 60.960 | -88 | -78 | -83 | -88 | -87 | -79 | -78 | -61 |
| C | 1723004946.154 | 84.057 | 46.075 | 60.960 | -85 | -81 | -77 | -80 | -75 | -76 | -80 | -69 |
| D | 1723004478.144 | 118.869 | 13.629 | 60.960 | -72 | -82 | -100 | -67 | -71 | -82 | -71 | -64 |
| E | 1723004625.181 | 69.623 | 67.705 | 60.960 | -84 | -89 | -83 | -88 | -82 | -76 | -75 | -76 |
| F | 1723004660.135 | 5.094 | 63.353 | 60.960 | -75 | -75 | -71 | -74 | -74 | -76 | -72 | -81 |
| G | 1723004821.174 | 99.340 | 8.785 | 60.960 | -83 | -82 | -80 | -79 | -70 | -75 | -87 | -67 |
| H | 1723004330.148 | 76.416 | 4.313 | 60.960 | -79 | -79 | -77 | -73 | -82 | -78 | -73 | -80 |
| I | 1723004337.142 | 90.850 | 32.366 | 60.960 | -86 | -74 | -74 | -82 | -81 | -67 | -72 | -73 |
| J | 1723004765.128 | 18.679 | 87.983 | 60.960 | -84 | -80 | -82 | -87 | -88 | -80 | -69 | -83 |
| K | 1723004950.164 | 64.529 | 45.358 | 60.960 | -84 | -85 | -77 | -72 | -75 | -81 | -88 | -78 |
| L | 1723004809.158 | 134.152 | 12.050 | 60.960 | -87 | -79 | -74 | -78 | -76 | -67 | -73 | -72 |
| M | 1723004568.150 | 124.812 | 94.644 | 60.960 | -87 | -89 | -85 | -84 | -85 | -83 | -73 | -63 |
| N | 1723004782.155 | 106.133 | 92.083 | 60.960 | -84 | -87 | -100 | -86 | -87 | -83 | -70 | -64 |
| O | 1723004740.147 | 20.377 | 45.212 | 60.960 | -73 | -84 | -73 | -71 | -73 | -88 | -89 | -73 |
| P | 1723004405.148 | 70.472 | 53.772 | 60.960 | -82 | -89 | -85 | -85 | -78 | -76 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004639.157
- **Target RSSI fingerprint:** [-82, -82, -77, -79, -82, -86, -88, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39654626372407,
88.53996276855469,
60.96
] | 16 |
34,031 | **[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 | 1724128505.141 | 96.796 | 90.079 | 51.816 | -72 | -82 | -83 | -69 | -73 | -83 | -71 | -72 |
| B | 1724128715.143 | 41.605 | 32.804 | 51.816 | -91 | -83 | -85 | -83 | -81 | -77 | -81 | -66 |
| C | 1724128877.133 | 68.776 | 73.836 | 51.816 | -73 | -85 | -80 | -71 | -77 | -79 | -64 | -70 |
| D | 1724128669.135 | 135.854 | 60.234 | 51.816 | -100 | -70 | -73 | -100 | -83 | -76 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128823.142
- **Target RSSI fingerprint:** [-87, -100, -84, -82, -83, -76, -76, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.00311640865924,
44.097466468811035,
51.816
] | 4 |
10,562 | **[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 | 1723002985.262 | 25.472 | 43.739 | 51.816 | -77 | -72 | -71 | -92 | -83 | -77 | -89 | -66 |
| B | 1723003029.147 | 112.925 | 94.697 | 51.816 | -83 | -85 | -86 | -81 | -86 | -86 | -69 | -64 |
| C | 1723003493.162 | 81.510 | 19.587 | 51.816 | -76 | -85 | -86 | -78 | -72 | -100 | -71 | -69 |
| D | 1723003313.149 | 68.774 | 90.239 | 51.816 | -88 | -85 | -85 | -78 | -72 | -90 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002890.153
- **Target RSSI fingerprint:** [-85, -85, -88, -90, -81, -75, -87, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.37749319404215,
86.73519134521484,
51.816
] | 4 |
19,423 | **[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 | 1723010044.153 | 97.642 | 7.524 | 60.960 | -88 | -78 | -82 | -81 | -73 | -81 | -72 | -73 |
| B | 1723010391.154 | 89.152 | 44.097 | 60.960 | -88 | -83 | -78 | -85 | -80 | -83 | -75 | -70 |
| C | 1723010179.155 | 33.962 | 41.669 | 60.960 | -87 | -70 | -87 | -81 | -81 | -71 | -77 | -67 |
| D | 1723010257.165 | 156.227 | 6.675 | 60.960 | -83 | -100 | -73 | -85 | -73 | -85 | -75 | -60 |
| E | 1723009813.151 | 123.963 | 6.250 | 60.960 | -88 | -100 | -83 | -85 | -71 | -77 | -67 | -69 |
| F | 1723010432.155 | 35.661 | 84.745 | 60.960 | -70 | -82 | -85 | -73 | -88 | -71 | -81 | -82 |
| G | 1723010372.195 | 147.737 | 32.420 | 60.960 | -88 | -82 | -85 | -89 | -87 | -78 | -80 | -72 |
| H | 1723010316.139 | 1.698 | 81.109 | 60.960 | -77 | -82 | -80 | -75 | -79 | -82 | -75 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009622.154
- **Target RSSI fingerprint:** [-97, -100, -91, -97, -92, -100, -95, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
198.680558306335,
2.534642219543457,
60.96
] | 8 |
20,415 | **[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 | 1723006898.158 | 14.434 | 56.824 | 42.672 | -79 | -74 | -79 | -100 | -83 | -73 | -69 | -78 |
| B | 1723007041.163 | 210.567 | 5.268 | 42.672 | -100 | -98 | -89 | -100 | -103 | -94 | -102 | -98 |
| C | 1723006268.147 | 135.001 | 86.125 | 42.672 | -82 | -85 | -77 | -86 | -89 | -79 | -80 | -79 |
| D | 1723006416.165 | 134.152 | 38.750 | 42.672 | -84 | -78 | -78 | -84 | -88 | -77 | -80 | -69 |
| E | 1723006376.149 | 64.529 | 10.417 | 42.672 | -83 | -84 | -91 | -79 | -76 | -86 | -86 | -82 |
| F | 1723006619.165 | 155.378 | 8.360 | 42.672 | -78 | -84 | -87 | -72 | -73 | -86 | -84 | -82 |
| G | 1723006835.151 | 112.925 | 8.798 | 42.672 | -81 | -88 | -87 | -78 | -76 | -87 | -84 | -82 |
| H | 1723006647.164 | 105.284 | 39.280 | 42.672 | -82 | -86 | -82 | -85 | -86 | -79 | -82 | -76 |
| I | 1723007042.152 | 209.718 | 4.830 | 42.672 | -100 | -104 | -98 | -97 | -99 | -102 | -107 | -101 |
| J | 1723006638.157 | 145.190 | 40.223 | 42.672 | -88 | -93 | -89 | -88 | -93 | -90 | -81 | -81 |
| K | 1723006308.151 | 96.793 | 6.277 | 42.672 | -90 | -89 | -83 | -85 | -82 | -84 | -83 | -80 |
| L | 1723006633.327 | 146.888 | 38.205 | 42.672 | -90 | -83 | -77 | -76 | -82 | -77 | -76 | -79 |
| M | 1723006532.150 | 95.944 | 7.073 | 42.672 | -79 | -76 | -76 | -80 | -75 | -75 | -75 | -74 |
| N | 1723006244.154 | 199.530 | 18.273 | 42.672 | -100 | -86 | -81 | -78 | -82 | -79 | -81 | -77 |
| O | 1723006355.136 | 16.132 | 57.501 | 42.672 | -80 | -71 | -90 | -83 | -81 | -71 | -68 | -79 |
| P | 1723006827.157 | 73.019 | 9.024 | 42.672 | -78 | -85 | -86 | -80 | -76 | -84 | -81 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006499.156
- **Target RSSI fingerprint:** [-80, -84, -79, -67, -72, -83, -69, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.18963853873032,
52.44453430175781,
42.672000000000004
] | 16 |
4,115 | **[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 | 1722999864.140 | 111.227 | 50.295 | 42.672 | -87 | -84 | -83 | -71 | -81 | -79 | -87 | -72 |
| B | 1722999783.128 | 26.321 | 89.018 | 42.672 | -74 | -92 | -84 | -84 | -88 | -87 | -92 | -73 |
| C | 1723000271.151 | 67.076 | 1.818 | 42.672 | -90 | -94 | -93 | -98 | -92 | -97 | -93 | -89 |
| D | 1722999476.125 | 124.812 | 77.194 | 42.672 | -89 | -82 | -88 | -90 | -86 | -78 | -69 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999861.160
- **Target RSSI fingerprint:** [-90, -85, -85, -83, -81, -84, -86, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933417098944,
51.44925594329834,
42.672000000000004
] | 4 |
41,448 | **[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 | 1723691481.132 | 135.854 | 31.252 | 51.816 | -72 | -79 | -100 | -85 | -78 | -74 | -81 | -66 |
| B | 1723691100.133 | 4.245 | 75.986 | 51.816 | -100 | -95 | -100 | -85 | -88 | -100 | -101 | -90 |
| C | 1723691636.148 | 222.461 | 111.007 | 51.816 | -83 | -83 | -80 | -80 | -74 | -87 | -78 | -80 |
| D | 1723691369.128 | 191.044 | 126.148 | 51.816 | -77 | -86 | -79 | -77 | -85 | -82 | -78 | -79 |
| E | 1723691380.168 | 149.439 | 90.292 | 51.816 | -81 | -87 | -78 | -84 | -87 | -79 | -71 | -80 |
| F | 1723691275.142 | 148.590 | 19.056 | 51.816 | -76 | -82 | -100 | -100 | -100 | -80 | -74 | -75 |
| G | 1723691617.161 | 174.912 | 75.522 | 51.816 | -86 | -82 | -82 | -81 | -79 | -82 | -78 | -77 |
| H | 1723691834.151 | 218.215 | 115.903 | 51.816 | -87 | -78 | -78 | -84 | -85 | -87 | -80 | -79 |
| I | 1723691446.155 | 232.650 | 91.632 | 51.816 | -79 | -84 | -75 | -81 | -81 | -78 | -79 | -78 |
| J | 1723691660.158 | 182.553 | 33.256 | 51.816 | -88 | -84 | -76 | -84 | -84 | -77 | -70 | -73 |
| K | 1723691736.151 | 213.970 | 75.880 | 51.816 | -78 | -86 | -81 | -71 | -78 | -76 | -83 | -78 |
| L | 1723691837.141 | 224.159 | 106.057 | 51.816 | -83 | -82 | -81 | -86 | -74 | -84 | -80 | -78 |
| M | 1723691885.175 | 110.381 | 22.427 | 51.816 | -100 | -79 | -79 | -89 | -80 | -75 | -66 | -75 |
| N | 1723691765.148 | 202.932 | 140.188 | 51.816 | -80 | -85 | -81 | -76 | -87 | -84 | -82 | -83 |
| O | 1723691816.134 | 169.817 | 74.049 | 51.816 | -85 | -82 | -81 | -80 | -77 | -80 | -77 | -77 |
| P | 1723691856.152 | 196.139 | 52.736 | 51.816 | -83 | -86 | -75 | -84 | -86 | -78 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691817.156
- **Target RSSI fingerprint:** [-82, -78, -82, -78, -78, -78, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
174.0626116983014,
77.45919704437256,
51.816
] | 16 |
37,866 | **[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 | 1724128588.137 | 75.569 | 11.651 | 51.816 | -100 | -83 | -77 | -82 | -84 | -82 | -64 | -74 |
| B | 1724128672.130 | 129.061 | 73.757 | 51.816 | -100 | -78 | -70 | -75 | -82 | -79 | -77 | -66 |
| C | 1724128981.183 | 25.473 | 67.891 | 51.816 | -70 | -83 | -82 | -82 | -79 | -79 | -64 | -85 |
| D | 1724128485.145 | 133.307 | 53.904 | 51.816 | -100 | -74 | -68 | -70 | -81 | -77 | -79 | -67 |
| E | 1724128783.157 | 52.643 | 8.042 | 51.816 | -74 | -79 | -67 | -75 | -75 | -74 | -66 | -71 |
| F | 1724128645.141 | 94.249 | 24.510 | 51.816 | -86 | -100 | -100 | -84 | -82 | -77 | -77 | -65 |
| G | 1724128833.119 | 99.343 | 24.232 | 51.816 | -88 | -100 | -100 | -87 | -88 | -80 | -100 | -72 |
| H | 1724128803.138 | 45.002 | 64.136 | 51.816 | -74 | -74 | -100 | -78 | -79 | -83 | -67 | -71 |
| I | 1724128391.135 | 17.831 | 83.192 | 51.816 | -100 | -74 | -77 | -100 | -100 | -69 | -76 | -67 |
| J | 1724128519.147 | 34.813 | 57.447 | 51.816 | -70 | -83 | -83 | -82 | -79 | -83 | -65 | -80 |
| K | 1724128884.134 | 36.511 | 57.593 | 51.816 | -70 | -83 | -84 | -81 | -85 | -83 | -66 | -74 |
| L | 1724128958.146 | 60.285 | 4.565 | 51.816 | -74 | -76 | -74 | -82 | -82 | -77 | -63 | -63 |
| M | 1724128984.142 | 19.529 | 81.454 | 51.816 | -71 | -82 | -100 | -81 | -76 | -83 | -66 | -79 |
| N | 1724128932.122 | 135.854 | 58.602 | 51.816 | -100 | -80 | -82 | -83 | -75 | -73 | -100 | -69 |
| O | 1724128969.143 | 48.398 | 13.297 | 51.816 | -72 | -100 | -76 | -84 | -77 | -82 | -64 | -80 |
| P | 1724128988.138 | 11.887 | 100.218 | 51.816 | -71 | -82 | -79 | -80 | -77 | -81 | -67 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128564.133
- **Target RSSI fingerprint:** [-100, -77, -79, -79, -71, -75, -100, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15558860913356,
60.83141326904297,
51.816
] | 16 |
15,764 | **[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 | 1722841511.186 | 0.849 | 9.847 | 60.960 | -100 | -93 | -76 | -76 | -77 | -100 | -81 | -71 |
| B | 1722841443.171 | 41.604 | 35.472 | 60.960 | -80 | -71 | -82 | -85 | -70 | -77 | -73 | -82 |
| C | 1722840950.171 | 27.170 | 107.928 | 60.960 | -87 | -75 | -81 | -70 | -78 | -74 | -80 | -67 |
| D | 1722840811.157 | 64.529 | 63.207 | 60.960 | -83 | -75 | -100 | -78 | -75 | -75 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841318.162
- **Target RSSI fingerprint:** [-74, -76, -75, -71, -73, -70, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750614437886,
173.88176441192627,
60.96
] | 4 |
21,478 | **[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 | 1732000102.215 | 54.340 | 102.832 | 42.672 | -88 | -90 | -85 | -83 | -86 | -82 | -76 | -84 |
| B | 1731999703.217 | 52.642 | 105.407 | 42.672 | -88 | -90 | -82 | -83 | -84 | -76 | -77 | -84 |
| C | 1731999850.221 | 109.529 | 185.865 | 42.672 | -83 | -83 | -89 | -87 | -81 | -79 | -80 | -83 |
| D | 1732000079.232 | 57.736 | 157.320 | 42.672 | -93 | -91 | -88 | -73 | -88 | -74 | -86 | -67 |
| E | 1731999741.226 | 128.208 | 108.737 | 42.672 | -82 | -82 | -83 | -100 | -77 | -70 | -74 | -60 |
| F | 1731999933.232 | 142.643 | 133.540 | 42.672 | -91 | -87 | -88 | -100 | -88 | -72 | -81 | -56 |
| G | 1731999608.224 | 78.114 | 100.006 | 42.672 | -80 | -79 | -90 | -84 | -80 | -82 | -73 | -81 |
| H | 1731999621.228 | 90.850 | 91.844 | 42.672 | -89 | -91 | -87 | -86 | -83 | -86 | -85 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000121.238
- **Target RSSI fingerprint:** [-89, -88, -82, -73, -82, -70, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.4346981942115,
143.29354286193848,
42.672000000000004
] | 8 |
17,919 | **[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 | 1722838815.186 | 121.416 | 142.484 | 51.816 | -82 | -78 | -82 | -81 | -84 | -75 | -72 | -76 |
| B | 1722839361.145 | 28.019 | 26.421 | 51.816 | -86 | -100 | -81 | -70 | -85 | -77 | -87 | -72 |
| C | 1722839016.140 | 134.152 | 124.158 | 51.816 | -83 | -87 | -83 | -100 | -83 | -82 | -81 | -81 |
| D | 1722839192.145 | 85.755 | 115.811 | 51.816 | -79 | -79 | -77 | -81 | -66 | -79 | -68 | -71 |
| E | 1722838925.205 | 98.491 | 86.045 | 51.816 | -84 | -88 | -83 | -73 | -86 | -82 | -85 | -72 |
| F | 1722839223.174 | 129.058 | 133.301 | 51.816 | -84 | -77 | -85 | -85 | -84 | -80 | -73 | -75 |
| G | 1722839188.162 | 73.868 | 131.987 | 51.816 | -74 | -77 | -80 | -78 | -67 | -76 | -69 | -70 |
| H | 1722839326.171 | 131.605 | 112.493 | 51.816 | -83 | -76 | -80 | -81 | -81 | -85 | -85 | -71 |
| I | 1722839112.168 | 134.152 | 126.215 | 51.816 | -100 | -72 | -81 | -79 | -82 | -66 | -69 | -70 |
| J | 1722839237.155 | 94.246 | 191.452 | 51.816 | -88 | -74 | -89 | -87 | -81 | -80 | -75 | -76 |
| K | 1722839311.174 | 117.171 | 150.048 | 51.816 | -85 | -86 | -85 | -85 | -82 | -80 | -87 | -82 |
| L | 1722838918.171 | 125.661 | 107.556 | 51.816 | -84 | -77 | -81 | -79 | -84 | -86 | -83 | -74 |
| M | 1722839342.154 | 71.321 | 63.340 | 51.816 | -84 | -100 | -76 | -72 | -85 | -72 | -84 | -73 |
| N | 1722839194.176 | 91.699 | 107.822 | 51.816 | -73 | -80 | -82 | -86 | -65 | -85 | -68 | -72 |
| O | 1722839222.162 | 131.605 | 129.121 | 51.816 | -86 | -81 | -84 | -84 | -86 | -74 | -74 | -76 |
| P | 1722839294.170 | 74.718 | 121.238 | 51.816 | -81 | -80 | -82 | -81 | -67 | -80 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839355.157
- **Target RSSI fingerprint:** [-86, -100, -78, -74, -77, -84, -84, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94375333520257,
46.4330530166626,
51.816
] | 16 |
38,155 | **[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 | 1723691332.140 | 200.384 | 62.344 | 51.816 | -82 | -100 | -76 | -78 | -78 | -82 | -80 | -76 |
| B | 1723691594.154 | 124.816 | 63.990 | 51.816 | -83 | -100 | -82 | -85 | -75 | -81 | -79 | -80 |
| C | 1723691275.142 | 148.590 | 19.056 | 51.816 | -100 | -72 | -100 | -82 | -100 | -80 | -74 | -75 |
| D | 1723691888.136 | 97.645 | 28.850 | 51.816 | -78 | -67 | -73 | -79 | -79 | -76 | -63 | -76 |
| E | 1723691616.145 | 170.666 | 71.965 | 51.816 | -80 | -81 | -75 | -78 | -77 | -75 | -74 | -72 |
| F | 1723691466.153 | 160.477 | 8.002 | 51.816 | -78 | -73 | -100 | -84 | -82 | -75 | -73 | -77 |
| G | 1723691504.147 | 156.232 | 105.566 | 51.816 | -80 | -79 | -74 | -83 | -79 | -81 | -77 | -76 |
| H | 1723691685.135 | 124.816 | 48.397 | 51.816 | -100 | -75 | -77 | -79 | -78 | -68 | -81 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691738.146
- **Target RSSI fingerprint:** [-81, -100, -75, -83, -76, -77, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
220.76233678808958,
83.09910774230957,
51.816
] | 8 |
21,179 | **[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 | 1723004817.150 | 121.416 | 9.462 | 60.960 | -85 | -100 | -73 | -70 | -68 | -86 | -74 | -71 |
| B | 1723004792.134 | 127.359 | 91.778 | 60.960 | -74 | -78 | -67 | -75 | -85 | -74 | -72 | -64 |
| C | 1723004489.142 | 130.756 | 21.511 | 60.960 | -84 | -83 | -75 | -72 | -72 | -78 | -70 | -62 |
| D | 1723004695.156 | 109.529 | 13.337 | 60.960 | -80 | -78 | -83 | -72 | -68 | -72 | -80 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004576.143
- **Target RSSI fingerprint:** [-82, -88, -87, -87, -89, -73, -70, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933227295807,
81.86496257781982,
60.96
] | 4 |
11,448 | **[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 | 1723010256.149 | 157.926 | 6.980 | 60.960 | -83 | -100 | -82 | -75 | -81 | -82 | -73 | -77 |
| B | 1723009925.138 | 143.492 | 43.062 | 60.960 | -89 | -77 | -87 | -83 | -81 | -76 | -70 | -81 |
| C | 1723009888.147 | 47.547 | 6.423 | 60.960 | -84 | -75 | -78 | -83 | -85 | -78 | -70 | -87 |
| D | 1723010264.160 | 121.416 | 5.096 | 60.960 | -79 | -100 | -86 | -81 | -76 | -84 | -72 | -69 |
| E | 1723010414.151 | 14.434 | 63.804 | 60.960 | -78 | -81 | -77 | -83 | -75 | -70 | -79 | -74 |
| F | 1723010393.159 | 79.812 | 44.350 | 60.960 | -76 | -71 | -82 | -78 | -77 | -79 | -68 | -72 |
| G | 1723010093.157 | 0.000 | 80.273 | 60.960 | -76 | -72 | -75 | -75 | -77 | -71 | -79 | -71 |
| H | 1723010284.145 | 81.510 | 51.569 | 60.960 | -89 | -73 | -84 | -82 | -84 | -70 | -82 | -74 |
| I | 1723010119.171 | 65.378 | 9.276 | 60.960 | -86 | -81 | -76 | -84 | -79 | -75 | -69 | -77 |
| J | 1723010424.157 | 3.396 | 83.842 | 60.960 | -81 | -79 | -73 | -78 | -75 | -65 | -76 | -74 |
| K | 1723010263.161 | 126.510 | 5.295 | 60.960 | -82 | -100 | -87 | -84 | -71 | -86 | -69 | -67 |
| L | 1723010319.142 | 7.642 | 70.015 | 60.960 | -75 | -79 | -75 | -75 | -76 | -74 | -75 | -72 |
| M | 1723009935.144 | 126.510 | 46.513 | 60.960 | -87 | -76 | -85 | -72 | -74 | -83 | -63 | -70 |
| N | 1723010104.142 | 33.113 | 29.195 | 60.960 | -74 | -70 | -75 | -75 | -73 | -72 | -78 | -62 |
| O | 1723010107.151 | 41.604 | 14.796 | 60.960 | -70 | -63 | -76 | -73 | -69 | -71 | -77 | -66 |
| P | 1723010017.151 | 143.492 | 50.613 | 60.960 | -85 | -84 | -75 | -79 | -78 | -76 | -78 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010245.146
- **Target RSSI fingerprint:** [-84, -79, -76, -77, -82, -80, -81, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.5858876222591,
35.073609352111816,
60.96
] | 16 |
9,637 | **[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 | 1723007934.162 | 140.095 | 73.518 | 51.816 | -85 | -88 | -79 | -85 | -86 | -80 | -84 | -84 |
| B | 1723007978.147 | 84.906 | 36.003 | 51.816 | -88 | -85 | -81 | -86 | -81 | -81 | -70 | -83 |
| C | 1723007918.169 | 164.718 | 55.085 | 51.816 | -67 | -72 | -75 | -78 | -79 | -70 | -80 | -77 |
| D | 1723008428.199 | 85.755 | 39.705 | 51.816 | -90 | -88 | -83 | -87 | -84 | -79 | -73 | -73 |
| E | 1723008277.145 | 116.322 | 8.387 | 51.816 | -83 | -87 | -71 | -79 | -71 | -78 | -82 | -79 |
| F | 1723008630.159 | 208.020 | 5.972 | 51.816 | -73 | -75 | -74 | -83 | -78 | -63 | -79 | -77 |
| G | 1723008231.148 | 10.189 | 82.847 | 51.816 | -84 | -78 | -88 | -74 | -81 | -77 | -75 | -72 |
| H | 1723008225.139 | 39.906 | 84.652 | 51.816 | -83 | -81 | -88 | -76 | -82 | -77 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008031.147
- **Target RSSI fingerprint:** [-74, -70, -82, -68, -76, -100, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.6984215573548,
8.094930648803711,
51.816
] | 8 |
24,596 | **[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 | 1725939106.132 | 32.265 | 10.630 | 42.672 | -90 | -100 | -84 | -87 | -100 | -100 | -82 | -100 |
| B | 1725939276.147 | 78.114 | 68.727 | 42.672 | -100 | -77 | -74 | -74 | -77 | -78 | -77 | -76 |
| C | 1725939328.142 | 6.793 | 53.082 | 42.672 | -57 | -73 | -73 | -64 | -67 | -66 | -71 | -70 |
| D | 1725939377.150 | 102.737 | 43.832 | 42.672 | -81 | -73 | -77 | -79 | -77 | -75 | -73 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939643.152
- **Target RSSI fingerprint:** [-81, -82, -78, -76, -72, -76, -75, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035333254444,
11.863718032836914,
42.672000000000004
] | 4 |
41,925 | **[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 | 1723689770.129 | 218.215 | 109.268 | 42.672 | -87 | -86 | -83 | -79 | -100 | -81 | -100 | -82 |
| B | 1723689992.304 | 226.706 | 75.548 | 42.672 | -89 | -83 | -100 | -88 | -80 | -88 | -100 | -92 |
| C | 1723689579.143 | 11.038 | 77.565 | 42.672 | -83 | -100 | -75 | -100 | -80 | -100 | -72 | -74 |
| D | 1723689616.159 | 156.232 | 14.982 | 42.672 | -85 | -88 | -83 | -80 | -100 | -87 | -81 | -87 |
| E | 1723689717.154 | 177.459 | 110.356 | 42.672 | -87 | -81 | -85 | -80 | -85 | -74 | -100 | -75 |
| F | 1723689753.151 | 157.081 | 50.082 | 42.672 | -81 | -86 | -82 | -76 | -81 | -84 | -78 | -74 |
| G | 1723689795.153 | 213.970 | 61.084 | 42.672 | -89 | -88 | -84 | -85 | -82 | -77 | -76 | -74 |
| H | 1723690025.147 | 136.703 | 36.839 | 42.672 | -86 | -84 | -83 | -84 | -76 | -85 | -73 | -74 |
| I | 1723689918.135 | 174.063 | 107.278 | 42.672 | -91 | -87 | -100 | -87 | -80 | -87 | -100 | -89 |
| J | 1723689626.155 | 135.854 | 45.650 | 42.672 | -88 | -82 | -80 | -84 | -79 | -80 | -69 | -68 |
| K | 1723689599.171 | 101.041 | 38.484 | 42.672 | -84 | -83 | -80 | -88 | -100 | -88 | -75 | -80 |
| L | 1723689828.159 | 129.910 | 51.595 | 42.672 | -79 | -79 | -80 | -84 | -75 | -75 | -69 | -66 |
| M | 1723689692.143 | 234.348 | 91.207 | 42.672 | -86 | -88 | -83 | -85 | -76 | -75 | -81 | -75 |
| N | 1723689683.139 | 230.102 | 81.546 | 42.672 | -80 | -84 | -84 | -82 | -81 | -83 | -100 | -86 |
| O | 1723689879.155 | 216.517 | 69.258 | 42.672 | -87 | -86 | -89 | -90 | -83 | -88 | -83 | -89 |
| P | 1723690198.150 | 206.328 | 49.591 | 42.672 | -90 | -82 | -86 | -87 | -83 | -80 | -71 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690220.143
- **Target RSSI fingerprint:** [-86, -90, -88, -85, -100, -89, -69, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.98637572476557,
3.5166501998901367,
42.672000000000004
] | 16 |
13,426 | **[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 | 1722829027.157 | 78.963 | 15.195 | 42.672 | -93 | -93 | -90 | -77 | -81 | -74 | -85 | -89 |
| B | 1722828337.156 | 67.925 | 5.799 | 42.672 | -93 | -88 | -87 | -77 | -82 | -70 | -88 | -86 |
| C | 1722828704.182 | 107.831 | 48.596 | 42.672 | -89 | -79 | -83 | -81 | -88 | -78 | -79 | -76 |
| D | 1722828594.195 | 83.208 | 80.180 | 42.672 | -89 | -84 | -85 | -86 | -82 | -82 | -74 | -74 |
| E | 1722828851.158 | 11.038 | 47.309 | 42.672 | -77 | -81 | -86 | -84 | -88 | -78 | -72 | -75 |
| F | 1722828622.151 | 113.774 | 46.698 | 42.672 | -87 | -79 | -89 | -100 | -100 | -100 | -85 | -76 |
| G | 1722828747.157 | 41.604 | 88.898 | 42.672 | -95 | -81 | -86 | -82 | -75 | -84 | -87 | -78 |
| H | 1722828652.198 | 19.528 | 36.679 | 42.672 | -76 | -86 | -86 | -86 | -89 | -81 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828861.161
- **Target RSSI fingerprint:** [-80, -82, -87, -100, -87, -100, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490625619512197,
57.1820592880249,
42.672000000000004
] | 8 |
34,846 | **[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 | 1723698113.189 | 42.454 | 0.186 | 51.816 | -76 | -77 | -76 | -79 | -78 | -76 | -76 | -69 |
| B | 1723698045.169 | 124.816 | 45.013 | 51.816 | -70 | -76 | -76 | -75 | -73 | -73 | -74 | -100 |
| C | 1723697950.141 | 92.550 | 31.690 | 51.816 | -69 | -65 | -73 | -77 | -70 | -71 | -73 | -69 |
| D | 1723697926.134 | 29.718 | 24.112 | 51.816 | -88 | -79 | -100 | -78 | -80 | -76 | -77 | -74 |
| E | 1723698034.143 | 99.343 | 88.129 | 51.816 | -80 | -100 | -85 | -73 | -73 | -74 | -79 | -78 |
| F | 1723698018.157 | 57.738 | 70.651 | 51.816 | -84 | -83 | -76 | -83 | -70 | -76 | -73 | -72 |
| G | 1723698471.158 | 24.623 | 30.721 | 51.816 | -75 | -76 | -78 | -71 | -78 | -75 | -100 | -76 |
| H | 1723698301.184 | 95.098 | 31.199 | 51.816 | -69 | -69 | -73 | -80 | -71 | -71 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698072.141
- **Target RSSI fingerprint:** [-100, -64, -74, -75, -76, -100, -70, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68143831928927,
57.48727798461914,
51.816
] | 8 |
1,014 | **[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 | 1731999947.216 | 124.812 | 105.128 | 42.672 | -87 | -87 | -81 | -100 | -100 | -77 | -62 | -76 |
| B | 1732000098.231 | 45.849 | 112.400 | 42.672 | -87 | -89 | -82 | -83 | -85 | -80 | -79 | -75 |
| C | 1731999906.242 | 66.227 | 111.564 | 42.672 | -86 | -87 | -83 | -74 | -75 | -76 | -75 | -74 |
| D | 1731999803.214 | 69.623 | 147.142 | 42.672 | -86 | -90 | -87 | -85 | -79 | -76 | -81 | -77 |
| E | 1731999386.218 | 6.793 | 11.519 | 42.672 | -100 | -89 | -100 | -94 | -96 | -104 | -91 | -102 |
| F | 1732000009.211 | 78.114 | 144.886 | 42.672 | -86 | -88 | -85 | -84 | -81 | -77 | -82 | -77 |
| G | 1731999977.213 | 36.510 | 115.466 | 42.672 | -85 | -88 | -90 | -80 | -77 | -77 | -81 | -75 |
| H | 1732000268.242 | 6.793 | 2.017 | 42.672 | -105 | -93 | -90 | -91 | -89 | -101 | -87 | -100 |
| I | 1731999944.226 | 136.699 | 114.656 | 42.672 | -83 | -78 | -77 | -100 | -78 | -77 | -62 | -73 |
| J | 1732000046.229 | 133.303 | 133.633 | 42.672 | -88 | -84 | -76 | -75 | -83 | -80 | -82 | -76 |
| K | 1732000097.228 | 43.302 | 116.514 | 42.672 | -87 | -89 | -93 | -92 | -91 | -80 | -92 | -76 |
| L | 1732000071.223 | 93.397 | 190.138 | 42.672 | -91 | -84 | -80 | -70 | -72 | -84 | -81 | -83 |
| M | 1731999588.215 | 23.774 | 146.651 | 42.672 | -80 | -90 | -90 | -83 | -84 | -79 | -89 | -76 |
| N | 1732000084.238 | 38.208 | 139.259 | 42.672 | -92 | -87 | -75 | -80 | -74 | -88 | -82 | -86 |
| O | 1731999565.217 | 44.151 | 109.202 | 42.672 | -91 | -87 | -88 | -85 | -85 | -82 | -79 | -76 |
| P | 1732000095.223 | 36.510 | 124.901 | 42.672 | -83 | -89 | -92 | -91 | -92 | -75 | -91 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999886.217
- **Target RSSI fingerprint:** [-93, -87, -89, -81, -83, -86, -84, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437830390274,
133.9910078048706,
42.672000000000004
] | 16 |
41,747 | **[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 | 1723693662.146 | 177.459 | 30.349 | 60.960 | -100 | -75 | -100 | -75 | -81 | -70 | -100 | -73 |
| B | 1723693490.159 | 118.023 | 56.532 | 60.960 | -77 | -100 | -76 | -75 | -79 | -81 | -64 | -72 |
| C | 1723693228.157 | 206.328 | 98.320 | 60.960 | -81 | -77 | -65 | -84 | -78 | -79 | -68 | -76 |
| D | 1723693208.154 | 135.005 | 35.923 | 60.960 | -78 | -83 | -78 | -81 | -82 | -82 | -67 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693683.158
- **Target RSSI fingerprint:** [-79, -78, -86, -79, -82, -69, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11745335455515,
12.328181266784668,
60.96
] | 4 |
9,844 | **[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 | 1723010060.154 | 76.416 | 60.460 | 60.960 | -84 | -74 | -85 | -82 | -81 | -80 | -73 | -70 |
| B | 1723010022.146 | 153.680 | 24.444 | 60.960 | -74 | -80 | -71 | -82 | -79 | -75 | -76 | -80 |
| C | 1723009947.150 | 68.774 | 44.642 | 60.960 | -79 | -80 | -80 | -79 | -81 | -69 | -71 | -77 |
| D | 1723010077.153 | 38.208 | 85.183 | 60.960 | -100 | -75 | -81 | -80 | -81 | -83 | -73 | -72 |
| E | 1723009979.149 | 12.736 | 85.329 | 60.960 | -75 | -82 | -79 | -85 | -84 | -83 | -79 | -73 |
| F | 1723010319.142 | 7.642 | 70.015 | 60.960 | -75 | -79 | -80 | -75 | -76 | -75 | -72 | -74 |
| G | 1723010404.166 | 28.019 | 43.248 | 60.960 | -85 | -71 | -82 | -91 | -84 | -71 | -81 | -74 |
| H | 1723010086.144 | 0.849 | 83.418 | 60.960 | -100 | -100 | -76 | -81 | -76 | -100 | -72 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009777.147
- **Target RSSI fingerprint:** [-82, -82, -73, -81, -79, -82, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.39714104244703,
84.57211971282959,
60.96
] | 8 |
12,366 | **[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 | 1723003348.180 | 17.830 | 35.180 | 51.816 | -83 | -79 | -88 | -75 | -75 | -83 | -70 | -77 |
| B | 1723002888.139 | 29.717 | 87.332 | 51.816 | -72 | -76 | -74 | -72 | -68 | -87 | -83 | -66 |
| C | 1723002827.148 | 129.057 | 52.179 | 51.816 | -81 | -83 | -84 | -82 | -83 | -64 | -76 | -67 |
| D | 1723003288.145 | 86.604 | 6.157 | 51.816 | -83 | -80 | -73 | -74 | -80 | -79 | -86 | -74 |
| E | 1723003470.163 | 122.265 | 95.560 | 51.816 | -87 | -80 | -80 | -100 | -84 | -78 | -69 | -65 |
| F | 1723003084.145 | 73.868 | 43.354 | 51.816 | -76 | -80 | -70 | -81 | -72 | -74 | -76 | -63 |
| G | 1723002809.150 | 114.623 | 75.840 | 51.816 | -85 | -82 | -82 | -93 | -83 | -67 | -71 | -79 |
| H | 1723002935.136 | 89.152 | 11.240 | 51.816 | -83 | -81 | -75 | -84 | -78 | -79 | -70 | -67 |
| I | 1723002922.133 | 26.321 | 10.431 | 51.816 | -86 | -87 | -89 | -86 | -87 | -100 | -74 | -68 |
| J | 1723003281.154 | 124.812 | 9.157 | 51.816 | -81 | -82 | -74 | -74 | -79 | -77 | -83 | -78 |
| K | 1723003199.163 | 49.246 | 44.973 | 51.816 | -77 | -75 | -80 | -74 | -73 | -86 | -84 | -70 |
| L | 1723002840.139 | 132.454 | 10.218 | 51.816 | -83 | -82 | -100 | -79 | -78 | -75 | -84 | -81 |
| M | 1723003168.152 | 133.303 | 13.403 | 51.816 | -84 | -85 | -82 | -80 | -84 | -77 | -81 | -85 |
| N | 1723002852.183 | 79.812 | 7.604 | 51.816 | -83 | -85 | -74 | -75 | -78 | -76 | -86 | -78 |
| O | 1723002893.148 | 6.792 | 85.727 | 51.816 | -84 | -85 | -90 | -71 | -83 | -86 | -87 | -74 |
| P | 1723003194.169 | 73.019 | 45.438 | 51.816 | -82 | -84 | -71 | -74 | -81 | -81 | -82 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003379.163
- **Target RSSI fingerprint:** [-81, -84, -87, -85, -83, -75, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.66120802992658,
11.598310470581055,
51.816
] | 16 |
38,337 | **[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 | 1724129863.116 | 101.890 | 22.254 | 60.960 | -76 | -79 | -100 | -84 | -81 | -83 | -75 | -67 |
| B | 1724129971.133 | 142.646 | 48.583 | 60.960 | -75 | -80 | -79 | -75 | -80 | -74 | -78 | -82 |
| C | 1724130311.128 | 55.191 | 34.224 | 60.960 | -100 | -73 | -73 | -74 | -70 | -71 | -67 | -68 |
| D | 1724130146.208 | 135.854 | 69.842 | 60.960 | -84 | -80 | -75 | -76 | -76 | -72 | -76 | -69 |
| E | 1724129982.142 | 126.514 | 33.627 | 60.960 | -77 | -75 | -81 | -83 | -82 | -72 | -77 | -71 |
| F | 1724130133.130 | 80.663 | 42.412 | 60.960 | -86 | -75 | -77 | -83 | -77 | -72 | -70 | -69 |
| G | 1724130355.121 | 99.343 | 20.781 | 60.960 | -81 | -100 | -78 | -85 | -86 | -75 | -73 | -73 |
| H | 1724130081.116 | 122.268 | 88.567 | 60.960 | -82 | -76 | -72 | -83 | -82 | -82 | -70 | -63 |
| I | 1724129948.125 | 78.965 | 42.279 | 60.960 | -83 | -75 | -76 | -79 | -77 | -76 | -69 | -71 |
| J | 1724130193.129 | 43.303 | 26.209 | 60.960 | -83 | -77 | -79 | -84 | -83 | -81 | -72 | -70 |
| K | 1724130020.122 | 32.265 | 54.143 | 60.960 | -83 | -79 | -84 | -81 | -82 | -80 | -73 | -78 |
| L | 1724130233.151 | 102.739 | 24.112 | 60.960 | -76 | -79 | -75 | -77 | -74 | -100 | -74 | -66 |
| M | 1724130326.116 | 124.816 | 66.352 | 60.960 | -83 | -77 | -73 | -74 | -76 | -72 | -72 | -74 |
| N | 1724129873.134 | 118.023 | 28.531 | 60.960 | -84 | -77 | -74 | -81 | -78 | -67 | -68 | -78 |
| O | 1724129813.124 | 61.983 | 1.619 | 60.960 | -75 | -100 | -100 | -82 | -78 | -80 | -74 | -70 |
| P | 1724129794.111 | 25.473 | 84.599 | 60.960 | -73 | -100 | -100 | -77 | -78 | -82 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130007.124
- **Target RSSI fingerprint:** [-86, -76, -78, -84, -82, -80, -73, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.246987668393,
18.764314651489258,
60.96
] | 16 |
25,842 | **[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 | 1725942985.160 | 44.152 | 11.041 | 60.960 | -73 | -76 | -73 | -77 | -69 | -69 | -73 | -68 |
| B | 1725943400.158 | 1.698 | 19.176 | 60.960 | -70 | -72 | -77 | -73 | -75 | -71 | -66 | -75 |
| C | 1725943085.151 | 10.189 | 62.503 | 60.960 | -80 | -80 | -74 | -75 | -75 | -76 | -71 | -66 |
| D | 1725943156.172 | 68.775 | 70.267 | 60.960 | -79 | -77 | -86 | -73 | -78 | -76 | -76 | -79 |
| E | 1725943230.142 | 40.755 | 96.754 | 60.960 | -78 | -73 | -71 | -79 | -78 | -82 | -76 | -71 |
| F | 1725943325.166 | 94.247 | 1.234 | 60.960 | -82 | -84 | -76 | -71 | -72 | -70 | -71 | -70 |
| G | 1725943074.153 | 56.888 | 38.723 | 60.960 | -73 | -72 | -73 | -75 | -70 | -73 | -76 | -71 |
| H | 1725943009.171 | 10.189 | 72.350 | 60.960 | -75 | -72 | -73 | -80 | -78 | -78 | -78 | -74 |
| I | 1725942956.157 | 70.473 | 69.616 | 60.960 | -84 | -80 | -83 | -71 | -79 | -74 | -74 | -78 |
| J | 1725943019.182 | 18.679 | 117.761 | 60.960 | -84 | -78 | -75 | -76 | -77 | -74 | -75 | -77 |
| K | 1725943540.164 | 79.812 | 6.184 | 60.960 | -81 | -85 | -77 | -74 | -72 | -72 | -74 | -67 |
| L | 1725943032.151 | 47.548 | 93.835 | 60.960 | -73 | -70 | -73 | -78 | -78 | -74 | -78 | -70 |
| M | 1725943536.178 | 96.794 | 2.535 | 60.960 | -84 | -85 | -75 | -74 | -69 | -71 | -72 | -68 |
| N | 1725943054.150 | 105.284 | 38.537 | 60.960 | -70 | -72 | -72 | -74 | -79 | -73 | -76 | -61 |
| O | 1725943508.157 | 3.396 | 20.662 | 60.960 | -77 | -79 | -83 | -79 | -75 | -76 | -74 | -82 |
| P | 1725943226.158 | 26.321 | 109.242 | 60.960 | -82 | -73 | -73 | -79 | -78 | -79 | -76 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943236.154
- **Target RSSI fingerprint:** [-73, -68, -73, -79, -78, -75, -70, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.981963430075645,
79.23742771148682,
60.96
] | 16 |
34,548 | **[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 | 1723689855.151 | 167.270 | 98.400 | 42.672 | -74 | -85 | -100 | -100 | -80 | -100 | -79 | -80 |
| B | 1723689771.152 | 220.762 | 111.697 | 42.672 | -84 | -87 | -100 | -79 | -85 | -81 | -79 | -82 |
| C | 1723689659.134 | 178.308 | 81.931 | 42.672 | -77 | -84 | -76 | -100 | -100 | -100 | -75 | -80 |
| D | 1723689808.154 | 168.119 | 12.448 | 42.672 | -100 | -87 | -90 | -90 | -83 | -79 | -86 | -81 |
| E | 1723689674.338 | 200.384 | 51.117 | 42.672 | -83 | -84 | -87 | -86 | -83 | -83 | -78 | -78 |
| F | 1723690208.154 | 171.515 | 10.603 | 42.672 | -100 | -89 | -100 | -88 | -80 | -84 | -87 | -78 |
| G | 1723690007.164 | 169.817 | 15.765 | 42.672 | -100 | -81 | -85 | -83 | -76 | -77 | -78 | -82 |
| H | 1723690040.149 | 135.005 | 75.217 | 42.672 | -81 | -85 | -100 | -84 | -89 | -80 | -75 | -80 |
| I | 1723690023.151 | 141.797 | 28.014 | 42.672 | -87 | -86 | -79 | -79 | -85 | -68 | -84 | -71 |
| J | 1723689832.140 | 123.117 | 65.038 | 42.672 | -75 | -87 | -75 | -75 | -79 | -67 | -79 | -71 |
| K | 1723689788.146 | 236.895 | 88.275 | 42.672 | -100 | -85 | -82 | -80 | -88 | -85 | -87 | -83 |
| L | 1723689668.152 | 195.290 | 47.243 | 42.672 | -86 | -100 | -76 | -87 | -84 | -81 | -68 | -81 |
| M | 1723689754.161 | 160.477 | 53.559 | 42.672 | -86 | -83 | -82 | -81 | -86 | -73 | -77 | -82 |
| N | 1723689568.965 | 12.736 | 74.261 | 42.672 | -100 | -87 | -100 | -100 | -100 | -100 | -100 | -84 |
| O | 1723689763.150 | 192.742 | 84.572 | 42.672 | -76 | -85 | -85 | -91 | -86 | -91 | -85 | -81 |
| P | 1723689950.127 | 146.043 | 40.302 | 42.672 | -84 | -100 | -81 | -84 | -87 | -85 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689995.167
- **Target RSSI fingerprint:** [-100, -89, -82, -79, -83, -73, -87, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
216.51690396544817,
62.58310317993164,
42.672000000000004
] | 16 |
30,915 | **[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 | 1724130168.143 | 119.721 | 31.026 | 60.960 | -71 | -78 | -80 | -78 | -75 | -70 | -73 | -69 |
| B | 1724129978.132 | 144.345 | 42.293 | 60.960 | -76 | -79 | -81 | -80 | -79 | -71 | -80 | -81 |
| C | 1724130312.133 | 60.285 | 36.547 | 60.960 | -100 | -74 | -83 | -78 | -73 | -72 | -66 | -69 |
| D | 1724130043.129 | 90.003 | 48.079 | 60.960 | -81 | -78 | -75 | -79 | -84 | -70 | -77 | -69 |
| E | 1724129992.125 | 78.965 | 11.187 | 60.960 | -77 | -100 | -83 | -79 | -74 | -75 | -72 | -64 |
| F | 1724129839.158 | 48.398 | 62.172 | 60.960 | -83 | -75 | -85 | -81 | -75 | -78 | -71 | -70 |
| G | 1724129980.115 | 136.703 | 38.418 | 60.960 | -74 | -100 | -77 | -76 | -79 | -70 | -74 | -69 |
| H | 1724130133.130 | 80.663 | 42.412 | 60.960 | -84 | -75 | -86 | -83 | -77 | -72 | -70 | -69 |
| I | 1724129877.129 | 137.552 | 37.741 | 60.960 | -100 | -75 | -84 | -81 | -75 | -73 | -77 | -78 |
| J | 1724129887.128 | 144.345 | 45.411 | 60.960 | -100 | -78 | -83 | -82 | -76 | -78 | -69 | -70 |
| K | 1724129989.124 | 93.399 | 17.769 | 60.960 | -73 | -100 | -82 | -77 | -78 | -81 | -73 | -63 |
| L | 1724130064.130 | 142.646 | 40.833 | 60.960 | -82 | -80 | -83 | -79 | -76 | -72 | -74 | -77 |
| M | 1724130286.138 | 49.247 | 63.286 | 60.960 | -83 | -79 | -81 | -75 | -78 | -81 | -78 | -64 |
| N | 1724130318.124 | 87.456 | 48.968 | 60.960 | -83 | -76 | -81 | -81 | -73 | -74 | -69 | -70 |
| O | 1724130045.131 | 94.249 | 39.360 | 60.960 | -100 | -78 | -77 | -77 | -79 | -71 | -78 | -72 |
| P | 1724129827.143 | 39.907 | 40.143 | 60.960 | -83 | -76 | -80 | -81 | -78 | -82 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130351.136
- **Target RSSI fingerprint:** [-75, -100, -82, -78, -75, -70, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112519385193,
30.628032684326172,
60.96
] | 16 |
32,772 | **[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 | 1723696844.169 | 108.683 | 33.773 | 42.672 | -83 | -100 | -76 | -80 | -85 | -78 | -78 | -77 |
| B | 1723696394.164 | 114.627 | 36.122 | 42.672 | -88 | -75 | -78 | -67 | -69 | -76 | -83 | -84 |
| C | 1723696686.137 | 68.776 | 49.127 | 42.672 | -82 | -79 | -80 | -80 | -71 | -72 | -70 | -71 |
| D | 1723696570.147 | 119.721 | 42.996 | 42.672 | -100 | -72 | -76 | -63 | -66 | -73 | -75 | -84 |
| E | 1723696496.158 | 98.494 | 28.704 | 42.672 | -80 | -79 | -77 | -85 | -88 | -81 | -76 | -76 |
| F | 1723696623.194 | 22.925 | 48.888 | 42.672 | -84 | -79 | -79 | -90 | -83 | -82 | -76 | -78 |
| G | 1723696535.174 | 21.227 | 47.043 | 42.672 | -86 | -76 | -79 | -78 | -77 | -74 | -75 | -77 |
| H | 1723696438.155 | 28.020 | 26.647 | 42.672 | -81 | -79 | -78 | -77 | -77 | -83 | -76 | -70 |
| I | 1723696510.155 | 71.323 | 48.450 | 42.672 | -100 | -75 | -100 | -70 | -70 | -68 | -63 | -70 |
| J | 1723696865.151 | 61.134 | 63.764 | 42.672 | -78 | -78 | -76 | -75 | -69 | -71 | -69 | -63 |
| K | 1723696383.154 | 66.229 | 11.704 | 42.672 | -86 | -100 | -77 | -71 | -74 | -75 | -76 | -69 |
| L | 1723696772.163 | 77.267 | 45.013 | 42.672 | -79 | -76 | -76 | -100 | -100 | -77 | -76 | -62 |
| M | 1723696440.138 | 24.623 | 34.742 | 42.672 | -76 | -76 | -74 | -79 | -73 | -71 | -70 | -68 |
| N | 1723696778.150 | 49.247 | 32.725 | 42.672 | -79 | -75 | -75 | -82 | -79 | -76 | -75 | -61 |
| O | 1723696499.152 | 88.305 | 23.223 | 42.672 | -81 | -76 | -76 | -77 | -81 | -81 | -74 | -60 |
| P | 1723696754.140 | 122.268 | 46.061 | 42.672 | -86 | -77 | -80 | -68 | -72 | -67 | -70 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696495.183
- **Target RSSI fingerprint:** [-75, -100, -77, -80, -85, -77, -79, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73938672848399,
30.999603271484375,
42.672000000000004
] | 16 |
32,272 | **[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 | 1723691480.158 | 138.401 | 26.833 | 51.816 | -87 | -79 | -100 | -75 | -76 | -81 | -67 | -78 |
| B | 1723691702.151 | 151.137 | 99.329 | 51.816 | -78 | -84 | -79 | -81 | -74 | -78 | -81 | -77 |
| C | 1723691248.161 | 60.285 | 57.501 | 51.816 | -100 | -80 | -100 | -75 | -79 | -100 | -75 | -79 |
| D | 1723691846.147 | 230.102 | 91.008 | 51.816 | -79 | -84 | -78 | -81 | -100 | -79 | -81 | -86 |
| E | 1723691841.132 | 230.951 | 92.946 | 51.816 | -85 | -84 | -77 | -100 | -81 | -78 | -77 | -74 |
| F | 1723691731.139 | 198.686 | 59.279 | 51.816 | -74 | -85 | -79 | -80 | -75 | -77 | -81 | -77 |
| G | 1723691383.160 | 138.401 | 80.312 | 51.816 | -90 | -84 | -75 | -77 | -78 | -70 | -78 | -84 |
| H | 1723691715.134 | 174.063 | 86.417 | 51.816 | -100 | -82 | -78 | -84 | -100 | -75 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691764.134
- **Target RSSI fingerprint:** [-80, -85, -85, -84, -81, -83, -84, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
204.62970448434456,
141.913423538208,
51.816
] | 8 |
29,940 | **[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 | 1723696891.163 | 27.171 | 26.501 | 42.672 | -76 | -80 | -71 | -73 | -79 | -74 | -82 | -73 |
| B | 1723696387.162 | 83.210 | 20.463 | 42.672 | -78 | -77 | -80 | -73 | -73 | -68 | -68 | -71 |
| C | 1723696547.155 | 42.454 | 1.765 | 42.672 | -62 | -76 | -73 | -100 | -100 | -71 | -71 | -74 |
| D | 1723696630.150 | 50.096 | 63.565 | 42.672 | -79 | -80 | -79 | -71 | -72 | -70 | -77 | -68 |
| E | 1723696835.161 | 127.363 | 45.159 | 42.672 | -100 | -73 | -73 | -78 | -77 | -100 | -69 | -71 |
| F | 1723696593.173 | 84.909 | 50.706 | 42.672 | -86 | -82 | -80 | -79 | -79 | -66 | -84 | -81 |
| G | 1723696389.156 | 92.550 | 25.015 | 42.672 | -71 | -78 | -77 | -73 | -71 | -65 | -68 | -70 |
| H | 1723696494.140 | 107.834 | 33.521 | 42.672 | -100 | -76 | -76 | -76 | -73 | -76 | -80 | -82 |
| I | 1723696637.142 | 80.663 | 79.675 | 42.672 | -80 | -81 | -100 | -77 | -69 | -70 | -74 | -70 |
| J | 1723696491.129 | 122.268 | 41.815 | 42.672 | -100 | -76 | -78 | -76 | -78 | -83 | -85 | -92 |
| K | 1723696574.139 | 123.967 | 43.686 | 42.672 | -88 | -87 | -80 | -77 | -76 | -83 | -65 | -68 |
| L | 1723696903.153 | 40.756 | 0.557 | 42.672 | -88 | -84 | -75 | -100 | -100 | -79 | -75 | -76 |
| M | 1723696383.154 | 66.229 | 11.704 | 42.672 | -85 | -86 | -77 | -76 | -75 | -69 | -71 | -74 |
| N | 1723696890.160 | 25.473 | 31.278 | 42.672 | -76 | -78 | -71 | -76 | -77 | -73 | -87 | -74 |
| O | 1723696412.156 | 112.079 | 62.291 | 42.672 | -84 | -78 | -77 | -70 | -67 | -100 | -70 | -69 |
| P | 1723696615.171 | 24.623 | 38.670 | 42.672 | -67 | -75 | -78 | -67 | -70 | -65 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696414.147
- **Target RSSI fingerprint:** [-86, -83, -82, -79, -83, -85, -83, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.6829876136029,
59.86267566680908,
42.672000000000004
] | 16 |
11,122 | **[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 | 1723006272.186 | 138.397 | 69.072 | 42.672 | -89 | -88 | -87 | -72 | -71 | -76 | -71 | -80 |
| B | 1723006680.142 | 1.698 | 78.309 | 42.672 | -86 | -83 | -76 | -82 | -76 | -84 | -82 | -76 |
| C | 1723006389.188 | 130.756 | 8.015 | 42.672 | -86 | -79 | -82 | -77 | -86 | -70 | -70 | -80 |
| D | 1723006721.190 | 140.095 | 67.175 | 42.672 | -86 | -87 | -79 | -76 | -74 | -79 | -74 | -77 |
| E | 1723006356.170 | 18.679 | 53.997 | 42.672 | -70 | -79 | -71 | -76 | -71 | -82 | -85 | -64 |
| F | 1723006319.161 | 75.567 | 58.775 | 42.672 | -82 | -89 | -88 | -80 | -79 | -85 | -81 | -81 |
| G | 1723006916.163 | 35.661 | 82.117 | 42.672 | -89 | -82 | -87 | -100 | -69 | -72 | -69 | -74 |
| H | 1723007048.164 | 202.926 | 4.339 | 42.672 | -94 | -100 | -95 | -89 | -103 | -92 | -90 | -95 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006885.163
- **Target RSSI fingerprint:** [-83, -85, -79, -77, -100, -85, -88, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.20779961545535,
39.41302299499512,
42.672000000000004
] | 8 |
10,411 | **[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 | 1723003415.153 | 56.887 | 45.026 | 51.816 | -81 | -73 | -74 | -83 | -75 | -83 | -63 | -85 |
| B | 1723002938.148 | 103.586 | 11.797 | 51.816 | -83 | -78 | -77 | -80 | -82 | -77 | -66 | -71 |
| C | 1723002796.152 | 82.359 | 18.406 | 51.816 | -73 | -81 | -84 | -69 | -71 | -81 | -74 | -72 |
| D | 1723002986.154 | 20.377 | 43.421 | 51.816 | -81 | -76 | -77 | -91 | -74 | -72 | -100 | -86 |
| E | 1723003379.163 | 125.661 | 11.598 | 51.816 | -84 | -84 | -81 | -75 | -85 | -83 | -76 | -74 |
| F | 1723003496.152 | 74.717 | 7.551 | 51.816 | -74 | -77 | -72 | -72 | -80 | -69 | -66 | -72 |
| G | 1723002873.155 | 68.774 | 85.368 | 51.816 | -75 | -84 | -82 | -71 | -86 | -81 | -65 | -71 |
| H | 1723003368.162 | 70.472 | 10.908 | 51.816 | -73 | -78 | -78 | -100 | -83 | -69 | -65 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002835.149
- **Target RSSI fingerprint:** [-79, -77, -79, -66, -69, -73, -100, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
132.45370576127397,
13.018240928649902,
51.816
] | 8 |
23,017 | **[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 | 1725939465.155 | 108.681 | 42.545 | 42.672 | -85 | -77 | -78 | -68 | -64 | -75 | -73 | -75 |
| B | 1725939720.148 | 0.849 | 20.569 | 42.672 | -86 | -75 | -80 | -72 | -84 | -75 | -67 | -71 |
| C | 1725939391.145 | 86.605 | 32.672 | 42.672 | -75 | -75 | -74 | -72 | -63 | -76 | -78 | -67 |
| D | 1725939517.156 | 4.245 | 21.007 | 42.672 | -85 | -78 | -80 | -71 | -79 | -75 | -74 | -66 |
| E | 1725939853.157 | 50.944 | 16.853 | 42.672 | -74 | -100 | -68 | -74 | -86 | -73 | -66 | -71 |
| F | 1725939881.154 | 59.435 | 12.487 | 42.672 | -72 | -74 | -66 | -75 | -80 | -74 | -66 | -63 |
| G | 1725939839.136 | 5.943 | 26.514 | 42.672 | -77 | -76 | -78 | -74 | -82 | -76 | -73 | -75 |
| H | 1725939449.146 | 97.643 | 5.653 | 42.672 | -72 | -73 | -68 | -79 | -79 | -74 | -65 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939600.136
- **Target RSSI fingerprint:** [-81, -76, -78, -73, -64, -75, -73, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.18942135336545,
45.87569713592529,
42.672000000000004
] | 8 |
11,732 | **[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 | 1723006866.145 | 136.699 | 39.267 | 42.672 | -86 | -100 | -84 | -87 | -76 | -69 | -79 | -82 |
| B | 1723006341.171 | 11.038 | 81.148 | 42.672 | -83 | -72 | -79 | -83 | -88 | -77 | -80 | -78 |
| C | 1723006500.138 | 146.039 | 47.415 | 42.672 | -83 | -74 | -80 | -72 | -82 | -73 | -82 | -79 |
| D | 1723006790.147 | 6.792 | 79.556 | 42.672 | -85 | -78 | -78 | -85 | -82 | -80 | -77 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006519.160
- **Target RSSI fingerprint:** [-81, -85, -82, -86, -83, -78, -71, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933205151784,
6.409592628479004,
42.672000000000004
] | 4 |
16,308 | **[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 | 1723008573.167 | 6.792 | 83.749 | 51.816 | -83 | -100 | -87 | -82 | -83 | -69 | -82 | -83 |
| B | 1723008546.150 | 57.736 | 40.422 | 51.816 | -79 | -84 | -84 | -86 | -75 | -76 | -79 | -80 |
| C | 1723008100.140 | 40.755 | 40.780 | 51.816 | -79 | -76 | -79 | -82 | -75 | -76 | -68 | -65 |
| D | 1723008286.159 | 153.680 | 8.652 | 51.816 | -86 | -85 | -84 | -77 | -86 | -83 | -70 | -82 |
| E | 1723008551.154 | 33.113 | 39.174 | 51.816 | -81 | -67 | -79 | -77 | -74 | -71 | -67 | -62 |
| F | 1723008147.167 | 116.322 | 89.787 | 51.816 | -84 | -85 | -86 | -75 | -87 | -85 | -100 | -60 |
| G | 1723008133.166 | 47.547 | 86.297 | 51.816 | -83 | -81 | -86 | -74 | -84 | -74 | -80 | -79 |
| H | 1723008589.144 | 80.661 | 87.120 | 51.816 | -85 | -82 | -87 | -76 | -89 | -83 | -81 | -78 |
| I | 1723008414.136 | 107.831 | 1.500 | 51.816 | -77 | -76 | -76 | -83 | -76 | -79 | -79 | -80 |
| J | 1723008138.142 | 71.321 | 88.022 | 51.816 | -85 | -82 | -85 | -76 | -85 | -80 | -80 | -75 |
| K | 1723008104.149 | 25.472 | 40.368 | 51.816 | -79 | -78 | -82 | -85 | -79 | -76 | -68 | -69 |
| L | 1723008270.155 | 83.208 | 8.148 | 51.816 | -83 | -81 | -81 | -72 | -82 | -70 | -68 | -79 |
| M | 1723008558.173 | 28.019 | 40.767 | 51.816 | -81 | -81 | -71 | -74 | -69 | -78 | -78 | -68 |
| N | 1723008182.141 | 146.039 | 5.507 | 51.816 | -76 | -85 | -75 | -81 | -70 | -77 | -69 | -83 |
| O | 1723008156.223 | 135.001 | 88.858 | 51.816 | -82 | -79 | -86 | -86 | -83 | -85 | -74 | -64 |
| P | 1723008026.143 | 33.962 | 28.624 | 51.816 | -81 | -82 | -73 | -75 | -66 | -73 | -75 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007989.147
- **Target RSSI fingerprint:** [-80, -76, -75, -100, -77, -76, -73, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497681069788,
84.3730640411377,
51.816
] | 16 |
16,853 | **[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 | 1731994556.237 | 61.982 | 110.317 | 51.816 | -84 | -100 | -92 | -100 | -85 | -86 | -85 | -71 |
| B | 1731994420.223 | 97.642 | 95.932 | 51.816 | -84 | -83 | -89 | -87 | -77 | -77 | -75 | -63 |
| C | 1731994309.236 | 74.718 | 59.266 | 51.816 | -91 | -88 | -77 | -78 | -79 | -71 | -75 | -65 |
| D | 1731994383.226 | 10.189 | 62.119 | 51.816 | -91 | -88 | -84 | -76 | -80 | -75 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994504.201
- **Target RSSI fingerprint:** [-94, -89, -75, -76, -80, -75, -72, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37781963286179,
51.84736728668213,
51.816
] | 4 |
43,386 | **[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 | 1724129804.124 | 45.851 | 38.869 | 60.960 | -74 | -71 | -75 | -61 | -74 | -70 | -74 | -67 |
| B | 1724129986.208 | 106.985 | 24.431 | 60.960 | -81 | -78 | -78 | -86 | -78 | -74 | -74 | -69 |
| C | 1724130303.121 | 43.303 | 26.474 | 60.960 | -78 | -75 | -77 | -68 | -73 | -74 | -78 | -69 |
| D | 1724130030.132 | 71.323 | 74.911 | 60.960 | -81 | -100 | -100 | -73 | -77 | -69 | -71 | -67 |
| E | 1724130215.122 | 78.116 | 77.751 | 60.960 | -80 | -79 | -78 | -73 | -80 | -69 | -74 | -69 |
| F | 1724130151.134 | 136.703 | 68.050 | 60.960 | -81 | -79 | -81 | -80 | -81 | -80 | -81 | -78 |
| G | 1724129824.125 | 47.549 | 25.997 | 60.960 | -100 | -82 | -83 | -85 | -83 | -81 | -72 | -66 |
| H | 1724130389.129 | 21.227 | 80.445 | 60.960 | -72 | -74 | -74 | -74 | -76 | -74 | -74 | -63 |
| I | 1724130259.119 | 133.307 | 61.840 | 60.960 | -82 | -82 | -84 | -76 | -83 | -82 | -71 | -67 |
| J | 1724130168.143 | 119.721 | 31.026 | 60.960 | -79 | -78 | -80 | -100 | -77 | -70 | -73 | -69 |
| K | 1724130394.135 | 11.038 | 103.217 | 60.960 | -81 | -76 | -77 | -83 | -77 | -81 | -77 | -65 |
| L | 1724130469.139 | 8.491 | 113.847 | 60.960 | -89 | -100 | -94 | -88 | -100 | -100 | -93 | -88 |
| M | 1724129990.124 | 88.305 | 15.540 | 60.960 | -84 | -79 | -81 | -84 | -79 | -80 | -73 | -64 |
| N | 1724129806.116 | 49.247 | 29.500 | 60.960 | -77 | -77 | -74 | -80 | -74 | -74 | -77 | -72 |
| O | 1724130101.133 | 60.285 | 68.528 | 60.960 | -77 | -79 | -77 | -77 | -76 | -72 | -76 | -62 |
| P | 1724129807.133 | 51.794 | 24.948 | 60.960 | -76 | -77 | -74 | -76 | -71 | -73 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129972.140
- **Target RSSI fingerprint:** [-79, -78, -74, -80, -75, -70, -77, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.34461902804844,
44.906959533691406,
60.96
] | 16 |
33,326 | **[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 | 1724123059.130 | 26.322 | 20.861 | 60.960 | -77 | -82 | -78 | -73 | -79 | -84 | -76 | -80 |
| B | 1724123429.128 | 63.681 | 19.043 | 60.960 | -79 | -80 | -82 | -78 | -81 | -71 | -77 | -67 |
| C | 1724123247.149 | 44.152 | 10.059 | 60.960 | -82 | -78 | -77 | -79 | -80 | -82 | -76 | -68 |
| D | 1724123308.162 | 13.585 | 31.252 | 60.960 | -79 | -80 | -77 | -72 | -71 | -79 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123512.138
- **Target RSSI fingerprint:** [-84, -81, -76, -85, -79, -75, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15401308325765,
87.53141403198242,
60.96
] | 4 |
42,146 | **[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 | 1724126855.137 | 87.456 | 44.628 | 42.672 | -72 | -84 | -78 | -83 | -82 | -83 | -80 | -76 |
| B | 1724127131.146 | 84.909 | 49.644 | 42.672 | -88 | -82 | -80 | -86 | -82 | -75 | -84 | -66 |
| C | 1724127135.131 | 102.739 | 58.655 | 42.672 | -87 | -86 | -81 | -90 | -85 | -80 | -80 | -91 |
| D | 1724127130.142 | 80.663 | 47.389 | 42.672 | -85 | -84 | -80 | -83 | -84 | -76 | -85 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126785.161
- **Target RSSI fingerprint:** [-75, -80, -79, -100, -85, -85, -81, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
143.4955352878119,
45.8624267578125,
42.672000000000004
] | 4 |
15,654 | **[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 | 1722828335.164 | 68.774 | 3.185 | 42.672 | -94 | -87 | -86 | -79 | -77 | -89 | -89 | -85 |
| B | 1722828779.169 | 37.359 | 40.767 | 42.672 | -91 | -93 | -92 | -89 | -88 | -97 | -86 | -89 |
| C | 1722828868.164 | 26.321 | 80.764 | 42.672 | -85 | -78 | -100 | -100 | -100 | -81 | -74 | -77 |
| D | 1722828641.165 | 65.378 | 7.511 | 42.672 | -79 | -87 | -87 | -77 | -80 | -82 | -73 | -80 |
| E | 1722828547.149 | 46.698 | 96.661 | 42.672 | -96 | -83 | -81 | -81 | -87 | -80 | -89 | -78 |
| F | 1722828670.141 | 21.227 | 78.255 | 42.672 | -88 | -81 | -79 | -89 | -88 | -83 | -77 | -80 |
| G | 1722829019.157 | 113.774 | 42.744 | 42.672 | -90 | -91 | -80 | -78 | -67 | -80 | -86 | -78 |
| H | 1722828652.198 | 19.528 | 36.679 | 42.672 | -76 | -86 | -89 | -86 | -81 | -86 | -72 | -76 |
| I | 1722828769.174 | 21.227 | 43.593 | 42.672 | -80 | -87 | -89 | -90 | -86 | -85 | -74 | -73 |
| J | 1722828506.166 | 98.491 | 35.883 | 42.672 | -89 | -82 | -82 | -80 | -88 | -80 | -80 | -76 |
| K | 1722828891.153 | 90.001 | 42.532 | 42.672 | -92 | -95 | -90 | -90 | -87 | -82 | -84 | -80 |
| L | 1722828709.136 | 127.359 | 63.645 | 42.672 | -91 | -76 | -81 | -81 | -77 | -78 | -81 | -76 |
| M | 1722828677.172 | 31.415 | 86.974 | 42.672 | -96 | -91 | -85 | -88 | -100 | -87 | -94 | -86 |
| N | 1722828747.157 | 41.604 | 88.898 | 42.672 | -95 | -86 | -75 | -82 | -84 | -81 | -87 | -78 |
| O | 1722828945.159 | 36.510 | 85.727 | 42.672 | -93 | -80 | -100 | -100 | -100 | -80 | -83 | -77 |
| P | 1722828994.177 | 95.095 | 92.760 | 42.672 | -90 | -87 | -81 | -81 | -83 | -82 | -83 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828741.157
- **Target RSSI fingerprint:** [-95, -89, -77, -83, -78, -79, -83, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969214634147,
111.01998329162598,
42.672000000000004
] | 16 |
20,243 | **[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 | -83 | -79 | -82 | -78 | -71 | -79 | -73 | -78 |
| B | 1722841213.169 | 106.133 | 91.539 | 60.960 | -80 | -81 | -72 | -79 | -68 | -78 | -71 | -73 |
| C | 1722841274.208 | 70.472 | 130.289 | 60.960 | -78 | -83 | -84 | -70 | -78 | -70 | -75 | -70 |
| D | 1722841192.160 | 117.171 | 147.102 | 60.960 | -86 | -92 | -76 | -84 | -82 | -83 | -85 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840961.151
- **Target RSSI fingerprint:** [-88, -86, -82, -88, -83, -88, -84, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00031521376733,
94.57798480987549,
60.96
] | 4 |
37,393 | **[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 | 1723689956.143 | 165.572 | 59.942 | 42.672 | -83 | -84 | -83 | -78 | -83 | -76 | -82 | -79 |
| B | 1723690047.167 | 160.477 | 99.475 | 42.672 | -81 | -100 | -77 | -82 | -88 | -88 | -81 | -87 |
| C | 1723689829.149 | 127.363 | 56.107 | 42.672 | -75 | -75 | -71 | -68 | -79 | -83 | -66 | -66 |
| D | 1723689972.143 | 220.762 | 114.046 | 42.672 | -76 | -100 | -74 | -71 | -100 | -76 | -100 | -80 |
| E | 1723689654.175 | 166.421 | 103.323 | 42.672 | -100 | -75 | -76 | -85 | -86 | -85 | -80 | -100 |
| F | 1723690244.156 | 39.058 | 55.590 | 42.672 | -100 | -100 | -79 | -82 | -80 | -100 | -72 | -74 |
| G | 1723689582.139 | 18.680 | 75.588 | 42.672 | -100 | -76 | -74 | -81 | -75 | -100 | -70 | -75 |
| H | 1723690223.157 | 138.401 | 9.847 | 42.672 | -87 | -100 | -100 | -100 | -80 | -81 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689960.142
- **Target RSSI fingerprint:** [-80, -86, -84, -80, -84, -73, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
179.15712445768455,
74.00889873504639,
42.672000000000004
] | 8 |
26,670 | **[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 | 1725939260.126 | 101.039 | 33.693 | 42.672 | -77 | -79 | -76 | -74 | -84 | -74 | -69 | -61 |
| B | 1725939781.153 | 87.454 | 57.408 | 42.672 | -79 | -80 | -81 | -78 | -87 | -76 | -74 | -63 |
| C | 1725939313.149 | 13.585 | 20.211 | 42.672 | -75 | -71 | -73 | -74 | -79 | -72 | -73 | -80 |
| D | 1725939531.160 | 7.642 | 55.523 | 42.672 | -77 | -75 | -72 | -75 | -56 | -72 | -67 | -69 |
| E | 1725939294.142 | 56.888 | 41.165 | 42.672 | -75 | -68 | -76 | -72 | -78 | -72 | -73 | -58 |
| F | 1725939404.151 | 28.019 | 59.398 | 42.672 | -77 | -77 | -75 | -77 | -76 | -71 | -75 | -69 |
| G | 1725939740.132 | 9.340 | 69.762 | 42.672 | -78 | -74 | -77 | -75 | -62 | -72 | -67 | -68 |
| H | 1725939308.145 | 39.057 | 15.261 | 42.672 | -74 | -72 | -68 | -63 | -77 | -71 | -73 | -74 |
| I | 1725939607.138 | 22.925 | 60.168 | 42.672 | -74 | -75 | -78 | -77 | -76 | -72 | -74 | -65 |
| J | 1725939465.155 | 108.681 | 42.545 | 42.672 | -77 | -75 | -75 | -73 | -84 | -73 | -68 | -64 |
| K | 1725939516.148 | 8.491 | 20.264 | 42.672 | -73 | -71 | -66 | -70 | -84 | -74 | -72 | -80 |
| L | 1725939734.152 | 8.491 | 62.265 | 42.672 | -76 | -77 | -72 | -74 | -60 | -72 | -71 | -70 |
| M | 1725939326.139 | 5.094 | 43.235 | 42.672 | -76 | -76 | -74 | -74 | -63 | -74 | -67 | -73 |
| N | 1725939478.148 | 81.511 | 65.967 | 42.672 | -71 | -77 | -76 | -76 | -83 | -76 | -79 | -69 |
| O | 1725939731.168 | 5.094 | 47.375 | 42.672 | -77 | -76 | -73 | -74 | -68 | -73 | -70 | -77 |
| P | 1725939676.139 | 96.794 | 55.523 | 42.672 | -68 | -78 | -75 | -77 | -81 | -76 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939265.147
- **Target RSSI fingerprint:** [-100, -100, -100, -100, -84, -71, -66, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536656098384,
46.52594566345215,
42.672000000000004
] | 16 |
36,524 | **[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 | 1723696475.156 | 102.739 | 82.555 | 42.672 | -82 | -76 | -100 | -81 | -77 | -78 | -100 | -70 |
| B | 1723696897.160 | 39.907 | 1.155 | 42.672 | -100 | -85 | -69 | -74 | -100 | -82 | -78 | -77 |
| C | 1723696876.153 | 37.360 | 54.900 | 42.672 | -76 | -74 | -76 | -83 | -75 | -76 | -62 | -79 |
| D | 1723696611.145 | 30.567 | 25.678 | 42.672 | -81 | -80 | -74 | -80 | -74 | -78 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696543.158
- **Target RSSI fingerprint:** [-80, -78, -72, -78, -100, -100, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.510691151444725,
11.98315143585205,
42.672000000000004
] | 4 |
33,180 | **[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 | 1724123060.132 | 28.020 | 16.283 | 60.960 | -81 | -76 | -79 | -75 | -76 | -75 | -84 | -79 |
| B | 1724123537.137 | 97.645 | 34.437 | 60.960 | -100 | -100 | -78 | -74 | -78 | -77 | -70 | -64 |
| C | 1724123175.138 | 114.627 | 46.871 | 60.960 | -82 | -75 | -73 | -71 | -73 | -74 | -73 | -70 |
| D | 1724123368.133 | 72.172 | 19.335 | 60.960 | -79 | -77 | -82 | -77 | -78 | -80 | -65 | -62 |
| E | 1724123586.127 | 23.774 | 16.933 | 60.960 | -79 | -76 | -80 | -74 | -74 | -73 | -77 | -79 |
| F | 1724123079.127 | 76.418 | 27.178 | 60.960 | -72 | -77 | -76 | -75 | -100 | -75 | -73 | -66 |
| G | 1724123700.158 | 1.698 | 60.818 | 60.960 | -92 | -90 | -100 | -98 | -100 | -93 | -100 | -77 |
| H | 1724123607.129 | 9.340 | 48.636 | 60.960 | -70 | -78 | -76 | -89 | -74 | -76 | -85 | -76 |
| I | 1724123458.137 | 99.343 | 59.876 | 60.960 | -83 | -77 | -79 | -83 | -77 | -82 | -75 | -62 |
| J | 1724123353.138 | 116.325 | 44.243 | 60.960 | -83 | -80 | -76 | -70 | -73 | -73 | -74 | -71 |
| K | 1724123549.128 | 70.474 | 26.382 | 60.960 | -79 | -100 | -82 | -84 | -80 | -83 | -83 | -85 |
| L | 1724123521.162 | 99.343 | 73.651 | 60.960 | -82 | -77 | -74 | -83 | -73 | -78 | -76 | -72 |
| M | 1724123423.137 | 38.209 | 6.622 | 60.960 | -81 | -79 | -81 | -83 | -81 | -83 | -85 | -67 |
| N | 1724123231.131 | 18.680 | 26.196 | 60.960 | -70 | -77 | -72 | -89 | -77 | -77 | -82 | -77 |
| O | 1724123392.114 | 38.209 | 55.736 | 60.960 | -83 | -79 | -82 | -87 | -81 | -77 | -70 | -65 |
| P | 1724123184.146 | 97.645 | 33.959 | 60.960 | -100 | -75 | -100 | -73 | -76 | -75 | -66 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123468.134
- **Target RSSI fingerprint:** [-77, -77, -75, -74, -73, -74, -64, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.737837044395434,
37.90019989013672,
60.96
] | 16 |
15,757 | **[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 | 1723009797.174 | 151.982 | 25.108 | 60.960 | -80 | -71 | -75 | -79 | -79 | -79 | -77 | -78 |
| B | 1723009868.180 | 7.642 | 72.987 | 60.960 | -75 | -75 | -75 | -77 | -70 | -74 | -71 | -79 |
| C | 1723009961.128 | 24.623 | 44.442 | 60.960 | -88 | -90 | -82 | -86 | -78 | -80 | -84 | -78 |
| D | 1723009991.148 | 69.623 | 85.992 | 60.960 | -86 | -71 | -76 | -84 | -74 | -74 | -85 | -100 |
| E | 1723009975.154 | 1.698 | 84.784 | 60.960 | -79 | -77 | -77 | -76 | -72 | -66 | -72 | -73 |
| F | 1723009925.138 | 143.492 | 43.062 | 60.960 | -83 | -83 | -87 | -81 | -77 | -76 | -81 | -70 |
| G | 1723010201.142 | 1.698 | 82.316 | 60.960 | -85 | -84 | -79 | -91 | -75 | -79 | -86 | -78 |
| H | 1723010063.155 | 71.321 | 74.473 | 60.960 | -81 | -81 | -80 | -76 | -67 | -70 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010563.181
- **Target RSSI fingerprint:** [-84, -82, -86, -95, -103, -100, -93, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
205.47305602620972,
4.286332130432129,
60.96
] | 8 |
43,811 | **[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 | 1724130105.118 | 42.454 | 58.721 | 60.960 | -78 | -79 | -79 | -83 | -74 | -75 | -76 | -65 |
| B | 1724129852.145 | 78.965 | 73.969 | 60.960 | -81 | -74 | -77 | -76 | -84 | -74 | -85 | -68 |
| C | 1724129857.141 | 89.154 | 50.228 | 60.960 | -79 | -74 | -74 | -81 | -86 | -74 | -78 | -68 |
| D | 1724129920.139 | 49.247 | 60.022 | 60.960 | -82 | -78 | -81 | -84 | -76 | -80 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129887.128
- **Target RSSI fingerprint:** [-82, -100, -83, -84, -76, -78, -69, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.34461902804844,
45.41123390197754,
60.96
] | 4 |
39,652 | **[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 | 1724128583.136 | 98.494 | 22.719 | 51.816 | -100 | -83 | -82 | -81 | -84 | -78 | -76 | -80 |
| B | 1724128768.145 | 91.701 | 19.441 | 51.816 | -100 | -80 | -77 | -76 | -100 | -76 | -67 | -100 |
| C | 1724128493.143 | 118.023 | 90.371 | 51.816 | -74 | -82 | -80 | -69 | -80 | -67 | -76 | -73 |
| D | 1724128507.142 | 88.305 | 85.169 | 51.816 | -69 | -79 | -65 | -82 | -81 | -79 | -63 | -70 |
| E | 1724128839.139 | 124.816 | 35.817 | 51.816 | -100 | -76 | -72 | -78 | -80 | -84 | -100 | -78 |
| F | 1724128653.134 | 107.834 | 29.142 | 51.816 | -100 | -76 | -78 | -77 | -77 | -83 | -85 | -77 |
| G | 1724128398.126 | 31.416 | 50.560 | 51.816 | -69 | -67 | -100 | -100 | -73 | -100 | -76 | -60 |
| H | 1724128878.141 | 63.681 | 71.554 | 51.816 | -71 | -79 | -89 | -79 | -79 | -85 | -65 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128709.128
- **Target RSSI fingerprint:** [-72, -100, -85, -85, -75, -83, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.71801013493465,
55.669236183166504,
51.816
] | 8 |
33,688 | **[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 | 1724123050.127 | 6.793 | 57.607 | 60.960 | -79 | -66 | -63 | -80 | -75 | -72 | -75 | -75 |
| B | 1724123234.131 | 24.623 | 14.120 | 60.960 | -100 | -100 | -100 | -78 | -76 | -75 | -78 | -79 |
| C | 1724123055.143 | 16.982 | 38.484 | 60.960 | -100 | -74 | -69 | -77 | -76 | -76 | -80 | -77 |
| D | 1724123377.138 | 61.983 | 34.782 | 60.960 | -72 | -81 | -73 | -100 | -73 | -100 | -72 | -64 |
| E | 1724123169.134 | 102.739 | 67.374 | 60.960 | -100 | -80 | -82 | -74 | -77 | -75 | -73 | -70 |
| F | 1724123376.123 | 63.681 | 30.389 | 60.960 | -71 | -100 | -100 | -78 | -79 | -78 | -72 | -64 |
| G | 1724123099.139 | 101.890 | 63.233 | 60.960 | -72 | -73 | -79 | -75 | -75 | -75 | -75 | -63 |
| H | 1724123597.155 | 29.718 | 3.981 | 60.960 | -80 | -81 | -82 | -80 | -76 | -79 | -77 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123244.140
- **Target RSSI fingerprint:** [-84, -82, -79, -80, -80, -80, -85, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.114347716638555,
4.140357971191406,
60.96
] | 8 |
14,137 | **[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 | 1731994818.232 | 116.322 | 80.737 | 51.816 | -86 | -87 | -89 | -81 | -87 | -81 | -79 | -68 |
| B | 1731994499.222 | 42.453 | 68.887 | 51.816 | -82 | -98 | -77 | -82 | -86 | -79 | -71 | -65 |
| C | 1731994369.221 | 28.868 | 78.574 | 51.816 | -92 | -88 | -80 | -82 | -79 | -81 | -76 | -72 |
| D | 1731994802.237 | 88.303 | 89.177 | 51.816 | -87 | -83 | -87 | -86 | -74 | -83 | -73 | -75 |
| E | 1731994800.208 | 80.661 | 83.033 | 51.816 | -85 | -78 | -88 | -86 | -78 | -81 | -74 | -75 |
| F | 1731994678.236 | 12.736 | 77.871 | 51.816 | -100 | -100 | -85 | -76 | -80 | -87 | -73 | -74 |
| G | 1731994651.216 | 58.585 | 17.464 | 51.816 | -84 | -81 | -85 | -78 | -81 | -79 | -75 | -84 |
| H | 1731994268.239 | 28.868 | 37.622 | 51.816 | -88 | -82 | -84 | -88 | -89 | -82 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994168.224
- **Target RSSI fingerprint:** [-89, -81, -87, -87, -97, -84, -85, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.679694447592645,
10.244731903076172,
51.816
] | 8 |
5,806 | **[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 | 1723008269.141 | 78.963 | 8.015 | 51.816 | -85 | -83 | -82 | -72 | -75 | -68 | -73 | -79 |
| B | 1723008424.137 | 95.095 | 16.668 | 51.816 | -85 | -84 | -87 | -80 | -81 | -77 | -70 | -82 |
| C | 1723008578.146 | 27.170 | 84.944 | 51.816 | -84 | -83 | -84 | -75 | -72 | -81 | -75 | -72 |
| D | 1723007937.159 | 144.341 | 58.536 | 51.816 | -82 | -73 | -84 | -76 | -71 | -77 | -83 | -77 |
| E | 1723007942.167 | 151.133 | 33.879 | 51.816 | -75 | -76 | -78 | -75 | -70 | -73 | -84 | -80 |
| F | 1723008093.152 | 76.416 | 41.165 | 51.816 | -85 | -77 | -76 | -83 | -100 | -75 | -80 | -79 |
| G | 1723008560.159 | 23.774 | 47.813 | 51.816 | -88 | -84 | -78 | -83 | -79 | -82 | -83 | -82 |
| H | 1723008309.139 | 122.265 | 43.155 | 51.816 | -75 | -78 | -77 | -86 | -89 | -74 | -84 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008548.146
- **Target RSSI fingerprint:** [-88, -80, -75, -82, -100, -72, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.54748376748852,
40.023460388183594,
51.816
] | 8 |
23,425 | **[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 | 1725939599.141 | 59.435 | 43.819 | 42.672 | -78 | -83 | -76 | -76 | -73 | -76 | -77 | -63 |
| B | 1725939442.149 | 62.831 | 13.722 | 42.672 | -70 | -81 | -72 | -73 | -71 | -61 | -62 | -73 |
| C | 1725939572.135 | 99.341 | 54.979 | 42.672 | -81 | -66 | -80 | -74 | -79 | -80 | -74 | -60 |
| D | 1725939649.156 | 86.605 | 3.410 | 42.672 | -70 | -83 | -73 | -84 | -79 | -68 | -72 | -83 |
| E | 1725939661.240 | 102.737 | 15.871 | 42.672 | -76 | -86 | -75 | -79 | -68 | -67 | -75 | -68 |
| F | 1725939444.152 | 72.171 | 11.160 | 42.672 | -77 | -86 | -78 | -80 | -79 | -74 | -71 | -84 |
| G | 1725939342.146 | 20.378 | 119.088 | 42.672 | -100 | -67 | -77 | -75 | -67 | -75 | -71 | -68 |
| H | 1725939870.144 | 98.492 | 6.184 | 42.672 | -70 | -79 | -73 | -75 | -70 | -68 | -63 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939350.180
- **Target RSSI fingerprint:** [-71, -69, -73, -73, -70, -74, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26458479119826,
112.73186206817627,
42.672000000000004
] | 8 |
3,375 | **[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 | 1722841290.150 | 103.586 | 91.738 | 60.960 | -86 | -87 | -92 | -82 | -86 | -83 | -87 | -84 |
| B | 1722841113.163 | 101.888 | 174.373 | 60.960 | -80 | -79 | -88 | -82 | -77 | -76 | -73 | -74 |
| C | 1722841538.135 | 1.698 | 8.719 | 60.960 | -98 | -100 | -101 | -90 | -96 | -95 | -91 | -100 |
| D | 1722841040.153 | 12.736 | 123.003 | 60.960 | -75 | -100 | -73 | -79 | -69 | -78 | -69 | -78 |
| E | 1722840883.163 | 117.171 | 102.195 | 60.960 | -80 | -81 | -79 | -100 | -74 | -73 | -72 | -68 |
| F | 1722841283.177 | 98.491 | 94.551 | 60.960 | -77 | -74 | -80 | -75 | -70 | -77 | -69 | -71 |
| G | 1722841154.183 | 22.925 | 111.949 | 60.960 | -80 | -91 | -73 | -76 | -73 | -83 | -75 | -77 |
| H | 1722841424.172 | 83.208 | 71.288 | 60.960 | -84 | -74 | -82 | -70 | -83 | -73 | -80 | -75 |
| I | 1722841286.165 | 102.737 | 90.411 | 60.960 | -79 | -78 | -77 | -71 | -70 | -78 | -69 | -70 |
| J | 1722841136.157 | 43.302 | 151.747 | 60.960 | -82 | -76 | -73 | -84 | -82 | -73 | -77 | -71 |
| K | 1722841008.183 | 106.982 | 91.433 | 60.960 | -85 | -82 | -85 | -70 | -79 | -73 | -77 | -76 |
| L | 1722841271.163 | 61.982 | 142.205 | 60.960 | -78 | -83 | -71 | -77 | -71 | -73 | -72 | -67 |
| M | 1722840912.164 | 90.001 | 192.659 | 60.960 | -85 | -74 | -88 | -82 | -77 | -80 | -74 | -75 |
| N | 1722841306.153 | 133.303 | 120.296 | 60.960 | -83 | -77 | -91 | -77 | -84 | -80 | -75 | -75 |
| O | 1722841254.269 | 22.925 | 136.711 | 60.960 | -85 | -85 | -74 | -86 | -82 | -71 | -82 | -75 |
| P | 1722840800.165 | 23.774 | 29.115 | 60.960 | -86 | -79 | -69 | -75 | -79 | -79 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841101.156
- **Target RSSI fingerprint:** [-75, -77, -88, -75, -73, -79, -70, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15188309009883,
121.13201141357422,
60.96
] | 16 |
14,336 | **[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 | 1722833809.151 | 71.321 | 8.772 | 60.960 | -100 | -89 | -86 | -82 | -80 | -82 | -81 | -85 |
| B | 1722833794.156 | 130.756 | 62.344 | 60.960 | -89 | -83 | -72 | -82 | -89 | -83 | -81 | -81 |
| C | 1722833702.149 | 103.586 | 89.044 | 60.960 | -91 | -85 | -86 | -75 | -89 | -80 | -84 | -76 |
| D | 1722833086.142 | 67.925 | 0.000 | 60.960 | -79 | -85 | -100 | -100 | -100 | -87 | -67 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833562.154
- **Target RSSI fingerprint:** [-82, -93, -87, -88, -80, -78, -82, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15125291681008,
41.46993160247803,
60.96
] | 4 |
37,789 | **[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 | 1724126668.127 | 79.814 | 62.397 | 42.672 | -83 | -79 | -73 | -76 | -80 | -79 | -74 | -72 |
| B | 1724127104.140 | 30.567 | 54.966 | 42.672 | -69 | -83 | -81 | -84 | -83 | -100 | -63 | -75 |
| C | 1724127170.123 | 87.456 | 15.128 | 42.672 | -80 | -91 | -90 | -88 | -86 | -90 | -62 | -80 |
| D | 1724126639.149 | 39.907 | 30.256 | 42.672 | -75 | -85 | -85 | -100 | -66 | -81 | -67 | -53 |
| E | 1724126724.143 | 78.116 | 78.600 | 42.672 | -100 | -74 | -100 | -77 | -84 | -77 | -61 | -75 |
| F | 1724126362.129 | 4.245 | 116.235 | 42.672 | -86 | -88 | -100 | -100 | -100 | -100 | -83 | -93 |
| G | 1724126893.137 | 114.627 | 92.574 | 42.672 | -100 | -72 | -83 | -82 | -86 | -69 | -100 | -87 |
| H | 1724127002.148 | 46.700 | 17.451 | 42.672 | -74 | -86 | -100 | -100 | -73 | -86 | -66 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127111.144
- **Target RSSI fingerprint:** [-75, -100, -74, -67, -100, -100, -69, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.66161232004792,
46.03494167327881,
42.672000000000004
] | 8 |
25,781 | **[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 | 1725943522.146 | 67.925 | 9.555 | 60.960 | -81 | -84 | -79 | -75 | -75 | -70 | -71 | -70 |
| B | 1725943647.150 | 29.717 | 1.685 | 60.960 | -100 | -100 | -100 | -79 | -100 | -100 | -82 | -78 |
| C | 1725943015.150 | 15.283 | 102.169 | 60.960 | -82 | -72 | -73 | -79 | -80 | -74 | -78 | -78 |
| D | 1725942919.149 | 64.529 | 13.974 | 60.960 | -74 | -78 | -76 | -75 | -72 | -77 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943081.160
- **Target RSSI fingerprint:** [-79, -71, -75, -79, -74, -70, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472039765784512,
53.90427589416504,
60.96
] | 4 |
26,151 | **[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 | 1725940768.157 | 86.605 | 6.264 | 51.816 | -72 | -75 | -84 | -81 | -71 | -75 | -74 | -72 |
| B | 1725941018.159 | 58.586 | 49.034 | 51.816 | -72 | -77 | -82 | -74 | -75 | -76 | -75 | -60 |
| C | 1725941224.140 | 52.642 | 26.461 | 51.816 | -73 | -76 | -78 | -73 | -69 | -68 | -72 | -60 |
| D | 1725941343.143 | 2.547 | 45.478 | 51.816 | -79 | -79 | -77 | -76 | -76 | -78 | -74 | -63 |
| E | 1725940889.168 | 90.001 | 67.559 | 51.816 | -81 | -76 | -82 | -77 | -79 | -80 | -78 | -63 |
| F | 1725941213.147 | 65.378 | 81.347 | 51.816 | -83 | -85 | -87 | -79 | -78 | -78 | -78 | -70 |
| G | 1725940923.155 | 44.152 | 60.367 | 51.816 | -73 | -100 | -74 | -76 | -100 | -100 | -100 | -67 |
| H | 1725941091.147 | 91.699 | 67.055 | 51.816 | -80 | -74 | -81 | -76 | -78 | -77 | -76 | -64 |
| I | 1725941383.153 | 84.058 | 18.074 | 51.816 | -74 | -78 | -82 | -80 | -72 | -68 | -68 | -71 |
| J | 1725940941.131 | 5.943 | 55.125 | 51.816 | -79 | -77 | -77 | -75 | -77 | -79 | -73 | -62 |
| K | 1725941033.132 | 35.661 | 25.784 | 51.816 | -92 | -75 | -85 | -82 | -80 | -77 | -76 | -73 |
| L | 1725941110.172 | 102.737 | 29.553 | 51.816 | -100 | -81 | -84 | -78 | -74 | -75 | -77 | -66 |
| M | 1725941262.152 | 15.283 | 101.824 | 51.816 | -73 | -70 | -55 | -69 | -72 | -68 | -71 | -67 |
| N | 1725941148.156 | 0.000 | 33.202 | 51.816 | -76 | -78 | -81 | -79 | -65 | -72 | -66 | -65 |
| O | 1725941067.162 | 20.378 | 129.983 | 51.816 | -71 | -69 | -55 | -66 | -72 | -74 | -74 | -68 |
| P | 1725941256.157 | 8.491 | 72.549 | 51.816 | -77 | -73 | -64 | -75 | -77 | -73 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940634.157
- **Target RSSI fingerprint:** [-91, -100, -90, -100, -100, -84, -88, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.660857777535,
18.127336502075195,
51.816
] | 16 |
25,112 | **[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 | 1725939660.171 | 101.888 | 10.457 | 42.672 | -76 | -75 | -68 | -74 | -68 | -62 | -73 | -69 |
| B | 1725939406.171 | 18.679 | 63.698 | 42.672 | -72 | -71 | -68 | -68 | -72 | -67 | -73 | -68 |
| C | 1725939304.156 | 51.793 | 13.430 | 42.672 | -81 | -73 | -78 | -79 | -83 | -76 | -71 | -78 |
| D | 1725939367.134 | 88.303 | 61.561 | 42.672 | -76 | -74 | -78 | -77 | -72 | -80 | -78 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939776.151
- **Target RSSI fingerprint:** [-80, -74, -76, -73, -77, -75, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62357770732257,
75.98618507385254,
42.672000000000004
] | 4 |
26,796 | **[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 | 1725938240.141 | 10.189 | 21.379 | 30.480 | -69 | -72 | -72 | -69 | -74 | -63 | -59 | -62 |
| B | 1725937726.162 | 98.492 | 54.316 | 30.480 | -79 | -82 | -80 | -82 | -81 | -78 | -71 | -74 |
| C | 1725938075.150 | 64.529 | 74.699 | 30.480 | -73 | -77 | -80 | -80 | -77 | -82 | -82 | -71 |
| D | 1725938201.158 | 77.265 | 30.655 | 30.480 | -100 | -85 | -81 | -85 | -77 | -84 | -78 | -76 |
| E | 1725938354.154 | 32.265 | 5.932 | 30.480 | -85 | -87 | -84 | -79 | -73 | -78 | -76 | -84 |
| F | 1725938257.137 | 67.925 | 9.157 | 30.480 | -81 | -83 | -84 | -84 | -76 | -81 | -83 | -69 |
| G | 1725938230.199 | 0.849 | 28.399 | 30.480 | -61 | -64 | -64 | -66 | -69 | -70 | -76 | -64 |
| H | 1725938282.135 | 47.548 | 7.790 | 30.480 | -76 | -74 | -77 | -73 | -70 | -73 | -71 | -57 |
| I | 1725938133.151 | 8.491 | 74.261 | 30.480 | -72 | -76 | -77 | -71 | -100 | -62 | -46 | -58 |
| J | 1725937745.149 | 101.888 | 21.445 | 30.480 | -100 | -100 | -83 | -81 | -74 | -81 | -80 | -76 |
| K | 1725937255.136 | 47.548 | 7.166 | 30.480 | -94 | -92 | -86 | -86 | -87 | -88 | -90 | -82 |
| L | 1725937807.150 | 65.378 | 10.404 | 30.480 | -76 | -78 | -79 | -80 | -100 | -79 | -75 | -100 |
| M | 1725938055.132 | 98.492 | 25.108 | 30.480 | -100 | -83 | -81 | -84 | -76 | -80 | -79 | -74 |
| N | 1725937781.146 | 3.396 | 24.683 | 30.480 | -62 | -64 | -66 | -68 | -69 | -73 | -77 | -67 |
| O | 1725938006.161 | 0.849 | 21.856 | 30.480 | -61 | -64 | -65 | -68 | -65 | -73 | -76 | -60 |
| P | 1725938063.161 | 101.039 | 42.160 | 30.480 | -100 | -81 | -84 | -85 | -75 | -80 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937723.175
- **Target RSSI fingerprint:** [-74, -81, -83, -81, -72, -74, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45400467667248,
64.21535968780518,
30.48
] | 16 |
21,048 | **[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 | 1722839343.176 | 69.623 | 62.318 | 51.816 | -81 | -90 | -79 | -75 | -72 | -85 | -83 | -72 |
| B | 1722838835.164 | 84.906 | 185.308 | 51.816 | -88 | -85 | -75 | -83 | -81 | -77 | -80 | -78 |
| C | 1722839353.199 | 58.585 | 53.254 | 51.816 | -87 | -93 | -79 | -84 | -74 | -83 | -77 | -76 |
| D | 1722838929.158 | 83.208 | 73.306 | 51.816 | -86 | -85 | -81 | -72 | -71 | -82 | -81 | -76 |
| E | 1722838919.164 | 121.416 | 104.624 | 51.816 | -84 | -89 | -83 | -81 | -74 | -85 | -83 | -72 |
| F | 1722839252.155 | 57.736 | 162.801 | 51.816 | -81 | -79 | -79 | -77 | -87 | -72 | -76 | -73 |
| G | 1722839005.190 | 122.265 | 107.795 | 51.816 | -81 | -77 | -87 | -83 | -88 | -76 | -70 | -78 |
| H | 1722838718.152 | 36.510 | 35.525 | 51.816 | -84 | -80 | -83 | -78 | -83 | -79 | -74 | -79 |
| I | 1722839209.166 | 123.114 | 106.468 | 51.816 | -76 | -77 | -86 | -82 | -84 | -76 | -69 | -77 |
| J | 1722838811.168 | 131.605 | 125.909 | 51.816 | -73 | -86 | -82 | -70 | -80 | -73 | -76 | -79 |
| K | 1722839332.177 | 108.680 | 93.914 | 51.816 | -81 | -85 | -81 | -85 | -76 | -82 | -83 | -73 |
| L | 1722839226.187 | 120.567 | 145.974 | 51.816 | -83 | -78 | -88 | -86 | -83 | -72 | -85 | -80 |
| M | 1722838777.167 | 68.774 | 135.331 | 51.816 | -100 | -70 | -73 | -79 | -74 | -69 | -66 | -72 |
| N | 1722839293.165 | 71.321 | 118.027 | 51.816 | -81 | -79 | -89 | -86 | -83 | -74 | -67 | -74 |
| O | 1722839131.155 | 94.246 | 82.608 | 51.816 | -84 | -84 | -77 | -78 | -71 | -80 | -87 | -82 |
| P | 1722838804.162 | 136.699 | 118.385 | 51.816 | -75 | -87 | -78 | -64 | -78 | -87 | -70 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839291.155
- **Target RSSI fingerprint:** [-81, -81, -87, -84, -83, -75, -68, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969166900321,
111.43136501312256,
51.816
] | 16 |
37,240 | **[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 | 1724128549.150 | 97.645 | 55.722 | 51.816 | -74 | -77 | -80 | -100 | -78 | -73 | -80 | -74 |
| B | 1724128502.165 | 112.079 | 97.458 | 51.816 | -74 | -80 | -82 | -69 | -78 | -71 | -77 | -73 |
| C | 1724128701.126 | 38.209 | 60.208 | 51.816 | -100 | -81 | -83 | -77 | -82 | -81 | -65 | -74 |
| D | 1724128450.157 | 73.021 | 69.577 | 51.816 | -66 | -85 | -79 | -73 | -79 | -79 | -80 | -68 |
| E | 1724128833.119 | 99.343 | 24.232 | 51.816 | -80 | -87 | -100 | -100 | -80 | -88 | -100 | -72 |
| F | 1724128505.141 | 96.796 | 90.079 | 51.816 | -74 | -83 | -82 | -69 | -83 | -73 | -71 | -72 |
| G | 1724128637.139 | 79.814 | 58.443 | 51.816 | -66 | -86 | -77 | -82 | -77 | -82 | -79 | -67 |
| H | 1724128620.110 | 42.454 | 63.645 | 51.816 | -100 | -81 | -80 | -77 | -81 | -87 | -68 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128509.142
- **Target RSSI fingerprint:** [-78, -80, -79, -70, -81, -65, -63, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96499835854064,
80.0203800201416,
51.816
] | 8 |
15,067 | **[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 | 1731994541.207 | 79.812 | 106.309 | 51.816 | -81 | -85 | -89 | -86 | -73 | -76 | -72 | -85 |
| B | 1731994298.217 | 34.812 | 94.910 | 51.816 | -100 | -86 | -77 | -78 | -74 | -75 | -69 | -63 |
| C | 1731994692.241 | 32.264 | 90.491 | 51.816 | -100 | -90 | -80 | -80 | -77 | -85 | -71 | -66 |
| D | 1731994629.230 | 107.831 | 63.804 | 51.816 | -75 | -86 | -82 | -71 | -73 | -74 | -69 | -78 |
| E | 1731994632.252 | 104.435 | 56.426 | 51.816 | -76 | -90 | -85 | -75 | -76 | -73 | -71 | -74 |
| F | 1731994579.209 | 5.094 | 63.923 | 51.816 | -100 | -89 | -76 | -77 | -83 | -75 | -74 | -71 |
| G | 1731994753.213 | 61.133 | 111.312 | 51.816 | -85 | -84 | -90 | -82 | -89 | -87 | -85 | -72 |
| H | 1731994666.236 | 5.094 | 55.696 | 51.816 | -86 | -78 | -78 | -78 | -88 | -84 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994204.232
- **Target RSSI fingerprint:** [-100, -100, -88, -86, -76, -94, -74, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98156926232351,
6.966948509216309,
51.816
] | 8 |
7,793 | **[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 | 1723006376.149 | 64.529 | 10.417 | 42.672 | -84 | -84 | -83 | -83 | -79 | -76 | -82 | -86 |
| B | 1723006391.140 | 140.095 | 7.431 | 42.672 | -81 | -86 | -78 | -83 | -72 | -73 | -83 | -85 |
| C | 1723006515.142 | 148.586 | 6.967 | 42.672 | -86 | -79 | -80 | -86 | -84 | -86 | -78 | -83 |
| D | 1723006631.134 | 149.435 | 29.407 | 42.672 | -93 | -90 | -86 | -85 | -92 | -89 | -80 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006825.133
- **Target RSSI fingerprint:** [-82, -85, -81, -83, -79, -75, -81, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83060381208213,
8.957505226135254,
42.672000000000004
] | 4 |
31,750 | **[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 | 1723698295.150 | 67.078 | 16.694 | 51.816 | -70 | -79 | -82 | -73 | -73 | -79 | -75 | -71 |
| B | 1723698569.144 | 2.547 | 58.788 | 51.816 | -100 | -100 | -97 | -103 | -99 | -91 | -100 | -83 |
| C | 1723698315.158 | 121.419 | 51.569 | 51.816 | -77 | -78 | -81 | -76 | -70 | -81 | -69 | -74 |
| D | 1723698178.164 | 19.529 | 42.319 | 51.816 | -83 | -78 | -78 | -75 | -75 | -70 | -76 | -65 |
| E | 1723697991.147 | 32.265 | 27.456 | 51.816 | -78 | -79 | -84 | -79 | -77 | -84 | -78 | -67 |
| F | 1723697987.146 | 49.247 | 36.056 | 51.816 | -100 | -100 | -74 | -100 | -71 | -76 | -74 | -65 |
| G | 1723698417.166 | 79.814 | 22.122 | 51.816 | -81 | -81 | -79 | -80 | -80 | -72 | -80 | -72 |
| H | 1723698251.159 | 57.738 | 65.688 | 51.816 | -83 | -100 | -74 | -76 | -68 | -83 | -76 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698195.152
- **Target RSSI fingerprint:** [-83, -72, -81, -76, -74, -80, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.983266630774885,
72.15104579925537,
51.816
] | 8 |
8,974 | **[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 | 1732000282.233 | 7.642 | 1.420 | 42.672 | -100 | -86 | -85 | -81 | -83 | -72 | -79 | -76 |
| B | 1732000035.234 | 140.944 | 121.026 | 42.672 | -83 | -90 | -86 | -76 | -83 | -84 | -88 | -82 |
| C | 1731999946.211 | 129.058 | 108.246 | 42.672 | -75 | -88 | -77 | -100 | -79 | -87 | -76 | -62 |
| D | 1731999540.202 | 33.963 | 46.446 | 42.672 | -100 | -90 | -90 | -82 | -83 | -82 | -82 | -82 |
| E | 1731999621.228 | 90.850 | 91.844 | 42.672 | -79 | -87 | -86 | -86 | -83 | -85 | -85 | -87 |
| F | 1731999623.222 | 91.699 | 94.220 | 42.672 | -84 | -89 | -82 | -75 | -82 | -80 | -85 | -82 |
| G | 1732000079.232 | 57.736 | 157.320 | 42.672 | -90 | -88 | -73 | -74 | -88 | -92 | -86 | -67 |
| H | 1731999387.217 | 5.943 | 11.758 | 42.672 | -100 | -95 | -98 | -96 | -104 | -89 | -99 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999643.225
- **Target RSSI fingerprint:** [-82, -89, -79, -76, -73, -86, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20813352059128,
158.43504428863525,
42.672000000000004
] | 8 |
24,895 | **[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 | 1725937787.150 | 4.245 | 22.055 | 30.480 | -82 | -83 | -81 | -81 | -70 | -81 | -77 | -74 |
| B | 1725938040.134 | 97.643 | 0.000 | 30.480 | -84 | -83 | -80 | -81 | -76 | -84 | -83 | -67 |
| C | 1725937980.131 | 57.737 | 40.130 | 30.480 | -100 | -80 | -80 | -62 | -74 | -78 | -74 | -69 |
| D | 1725938276.141 | 69.624 | 4.990 | 30.480 | -82 | -80 | -78 | -79 | -64 | -80 | -76 | -61 |
| E | 1725938137.144 | 12.736 | 92.906 | 30.480 | -84 | -74 | -79 | -67 | -100 | -75 | -48 | -59 |
| F | 1725938214.145 | 18.679 | 59.995 | 30.480 | -64 | -70 | -68 | -63 | -75 | -63 | -58 | -66 |
| G | 1725938063.161 | 101.039 | 42.160 | 30.480 | -85 | -81 | -84 | -65 | -75 | -80 | -77 | -75 |
| H | 1725938104.149 | 36.510 | 11.054 | 30.480 | -80 | -80 | -79 | -86 | -74 | -75 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937792.145
- **Target RSSI fingerprint:** [-69, -77, -71, -100, -74, -63, -58, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924836177380165,
19.70651149749756,
30.48
] | 8 |
24,252 | **[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 | 1725942948.166 | 100.190 | 43.925 | 60.960 | -70 | -100 | -78 | -78 | -82 | -78 | -84 | -84 |
| B | 1725943468.155 | 93.397 | 24.537 | 60.960 | -76 | -76 | -77 | -74 | -77 | -77 | -78 | -69 |
| C | 1725943169.148 | 59.435 | 43.580 | 60.960 | -76 | -74 | -77 | -75 | -71 | -71 | -69 | -61 |
| D | 1725943440.132 | 68.775 | 75.163 | 60.960 | -79 | -77 | -79 | -76 | -74 | -80 | -68 | -67 |
| E | 1725943245.158 | 94.247 | 52.299 | 60.960 | -78 | -74 | -76 | -78 | -66 | -72 | -66 | -64 |
| F | 1725943041.155 | 78.963 | 67.400 | 60.960 | -76 | -73 | -78 | -77 | -73 | -79 | -66 | -65 |
| G | 1725943369.151 | 61.133 | 54.276 | 60.960 | -78 | -74 | -77 | -79 | -73 | -75 | -67 | -62 |
| H | 1725943048.144 | 103.586 | 45.637 | 60.960 | -76 | -72 | -74 | -77 | -67 | -75 | -68 | -61 |
| I | 1725942913.152 | 36.510 | 21.299 | 60.960 | -76 | -83 | -68 | -72 | -84 | -73 | -83 | -81 |
| J | 1725943201.190 | 3.396 | 31.929 | 60.960 | -77 | -72 | -76 | -74 | -72 | -73 | -70 | -70 |
| K | 1725943403.156 | 3.396 | 32.804 | 60.960 | -75 | -72 | -71 | -74 | -72 | -73 | -70 | -69 |
| L | 1725943044.151 | 90.001 | 57.580 | 60.960 | -79 | -76 | -78 | -78 | -68 | -75 | -66 | -65 |
| M | 1725943427.148 | 21.227 | 114.417 | 60.960 | -79 | -79 | -79 | -74 | -100 | -80 | -75 | -73 |
| N | 1725943205.150 | 6.793 | 50.281 | 60.960 | -76 | -72 | -71 | -73 | -81 | -70 | -71 | -73 |
| O | 1725942974.149 | 58.586 | 24.723 | 60.960 | -78 | -74 | -74 | -77 | -72 | -69 | -74 | -64 |
| P | 1725943271.159 | 69.624 | 31.796 | 60.960 | -73 | -74 | -75 | -72 | -72 | -70 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943435.162
- **Target RSSI fingerprint:** [-80, -74, -78, -72, -74, -78, -68, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24594354718339,
90.87554931640625,
60.96
] | 16 |
29,729 | **[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 | 1723698261.157 | 39.907 | 58.284 | 51.816 | -76 | -82 | -75 | -76 | -75 | -75 | -74 | -65 |
| B | 1723698226.152 | 118.872 | 40.740 | 51.816 | -76 | -100 | -73 | -76 | -71 | -76 | -73 | -73 |
| C | 1723698427.152 | 56.889 | 66.405 | 51.816 | -78 | -78 | -75 | -80 | -77 | -73 | -67 | -67 |
| D | 1723698131.157 | 121.419 | 44.827 | 51.816 | -77 | -71 | -80 | -76 | -75 | -73 | -74 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698352.143
- **Target RSSI fingerprint:** [-80, -73, -78, -71, -100, -76, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.076231950686946,
34.87455368041992,
51.816
] | 4 |
21,113 | **[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 | 1722828657.155 | 1.698 | 49.459 | 42.672 | -91 | -87 | -79 | -79 | -77 | -75 | -77 | -80 |
| B | 1722828609.157 | 113.774 | 79.237 | 42.672 | -82 | -80 | -82 | -78 | -83 | -89 | -78 | -79 |
| C | 1722829014.159 | 126.510 | 63.366 | 42.672 | -92 | -92 | -80 | -81 | -77 | -88 | -79 | -72 |
| D | 1722828867.137 | 22.076 | 77.526 | 42.672 | -90 | -80 | -80 | -90 | -85 | -75 | -79 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828518.162
- **Target RSSI fingerprint:** [-100, -89, -96, -86, -85, -84, -96, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.86875867317075,
57.48727798461914,
42.672000000000004
] | 4 |
25,011 | **[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 | 1725940821.146 | 54.340 | 27.589 | 51.816 | -77 | -75 | -76 | -84 | -73 | -72 | -77 | -63 |
| B | 1725941355.146 | 7.642 | 30.668 | 51.816 | -72 | -71 | -74 | -68 | -65 | -70 | -58 | -100 |
| C | 1725941062.189 | 17.830 | 113.900 | 51.816 | -78 | -76 | -71 | -55 | -76 | -77 | -74 | -68 |
| D | 1725940890.153 | 94.247 | 64.215 | 51.816 | -76 | -80 | -78 | -81 | -78 | -80 | -79 | -62 |
| E | 1725941364.153 | 54.340 | 25.081 | 51.816 | -82 | -73 | -79 | -86 | -70 | -73 | -74 | -73 |
| F | 1725941251.151 | 3.396 | 47.097 | 51.816 | -80 | -75 | -70 | -81 | -72 | -74 | -76 | -71 |
| G | 1725941356.161 | 12.736 | 30.827 | 51.816 | -79 | -72 | -77 | -76 | -66 | -78 | -73 | -72 |
| H | 1725941024.175 | 52.642 | 23.117 | 51.816 | -78 | -74 | -79 | -85 | -72 | -74 | -75 | -66 |
| I | 1725941205.145 | 69.624 | 85.620 | 51.816 | -82 | -82 | -84 | -82 | -75 | -79 | -78 | -73 |
| J | 1725940985.148 | 106.983 | 40.966 | 51.816 | -77 | -100 | -73 | -83 | -76 | -78 | -75 | -63 |
| K | 1725941489.153 | 29.717 | 19.879 | 51.816 | -100 | -100 | -100 | -83 | -100 | -67 | -79 | -100 |
| L | 1725941274.141 | 22.925 | 127.555 | 51.816 | -85 | -78 | -85 | -67 | -76 | -79 | -76 | -80 |
| M | 1725941386.148 | 69.624 | 20.264 | 51.816 | -77 | -74 | -79 | -77 | -78 | -73 | -74 | -70 |
| N | 1725941146.141 | 1.698 | 39.174 | 51.816 | -78 | -79 | -77 | -80 | -75 | -75 | -77 | -65 |
| O | 1725941216.157 | 61.982 | 66.140 | 51.816 | -75 | -73 | -78 | -79 | -78 | -75 | -75 | -62 |
| P | 1725940875.150 | 38.208 | 115.505 | 51.816 | -77 | -85 | -72 | -68 | -78 | -77 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941070.150
- **Target RSSI fingerprint:** [-81, -79, -81, -64, -81, -81, -76, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377633015734283,
131.12460613250732,
51.816
] | 16 |
28,681 | **[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 | 1725943081.160 | 25.472 | 53.904 | 60.960 | -79 | -71 | -75 | -79 | -74 | -76 | -75 | -70 |
| B | 1725943326.154 | 97.643 | 0.584 | 60.960 | -83 | -84 | -73 | -74 | -66 | -70 | -72 | -67 |
| C | 1725942902.180 | 33.963 | 22.546 | 60.960 | -100 | -100 | -77 | -73 | -70 | -70 | -66 | -100 |
| D | 1725942958.176 | 66.227 | 73.053 | 60.960 | -82 | -77 | -82 | -72 | -78 | -77 | -74 | -78 |
| E | 1725943133.161 | 100.190 | 6.277 | 60.960 | -73 | -76 | -72 | -77 | -75 | -76 | -77 | -66 |
| F | 1725943301.164 | 0.000 | 18.154 | 60.960 | -70 | -72 | -75 | -78 | -69 | -73 | -76 | -71 |
| G | 1725943243.167 | 87.454 | 58.230 | 60.960 | -69 | -66 | -74 | -78 | -79 | -78 | -77 | -65 |
| H | 1725942963.146 | 64.529 | 73.279 | 60.960 | -87 | -80 | -86 | -76 | -77 | -83 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942947.151
- **Target RSSI fingerprint:** [-79, -78, -79, -71, -74, -75, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536303971649,
40.793142318725586,
60.96
] | 8 |
27,665 | **[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 | 1725937929.145 | 35.661 | 107.742 | 30.480 | -100 | -80 | -75 | -100 | -71 | -79 | -58 | -69 |
| B | 1725937663.169 | 0.000 | 19.574 | 30.480 | -100 | -74 | -75 | -79 | -81 | -69 | -78 | -53 |
| C | 1725937807.150 | 65.378 | 10.404 | 30.480 | -100 | -79 | -80 | -67 | -79 | -100 | -75 | -100 |
| D | 1725937670.118 | 2.547 | 33.693 | 30.480 | -69 | -69 | -69 | -78 | -66 | -71 | -62 | -58 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938247.135
- **Target RSSI fingerprint:** [-72, -77, -75, -69, -76, -68, -73, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.69874036132997,
14.026789665222168,
30.48
] | 4 |
41,086 | **[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 | 1723698119.154 | 68.776 | 16.601 | 51.816 | -73 | -100 | -72 | -83 | -79 | -72 | -73 | -70 |
| B | 1723697997.142 | 28.869 | 27.271 | 51.816 | -77 | -78 | -85 | -80 | -73 | -79 | -77 | -75 |
| C | 1723698301.184 | 95.098 | 31.199 | 51.816 | -83 | -71 | -71 | -80 | -69 | -73 | -74 | -70 |
| D | 1723698368.157 | 50.096 | 67.214 | 51.816 | -84 | -72 | -77 | -81 | -80 | -78 | -72 | -73 |
| E | 1723698393.166 | 120.570 | 55.178 | 51.816 | -100 | -70 | -73 | -73 | -79 | -78 | -75 | -100 |
| F | 1723698090.139 | 18.680 | 51.025 | 51.816 | -71 | -76 | -78 | -81 | -81 | -76 | -75 | -65 |
| G | 1723698115.136 | 50.945 | 5.229 | 51.816 | -77 | -80 | -75 | -84 | -80 | -76 | -73 | -69 |
| H | 1723698041.148 | 118.023 | 55.311 | 51.816 | -100 | -73 | -76 | -74 | -100 | -80 | -77 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698417.166
- **Target RSSI fingerprint:** [-79, -81, -80, -79, -72, -80, -80, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81406936017588,
22.12172031402588,
51.816
] | 8 |
269 | **[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 | 1723006323.170 | 67.925 | 78.468 | 42.672 | -87 | -82 | -91 | -87 | -87 | -90 | -80 | -75 |
| B | 1723006436.194 | 33.113 | 38.696 | 42.672 | -84 | -86 | -73 | -80 | -81 | -71 | -75 | -70 |
| C | 1723006396.142 | 155.378 | 6.250 | 42.672 | -84 | -70 | -78 | -81 | -83 | -78 | -72 | -75 |
| D | 1723006962.158 | 193.586 | 20.569 | 42.672 | -82 | -72 | -84 | -86 | -84 | -86 | -66 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006874.160
- **Target RSSI fingerprint:** [-82, -88, -90, -83, -84, -80, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.2459057181232,
40.03673076629639,
42.672000000000004
] | 4 |
8,049 | **[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 | 1731999956.230 | 90.001 | 77.035 | 42.672 | -71 | -81 | -67 | -100 | -78 | -76 | -67 | -73 |
| B | 1731999755.213 | 78.963 | 68.847 | 42.672 | -72 | -78 | -64 | -85 | -86 | -75 | -85 | -72 |
| C | 1731999635.219 | 94.246 | 120.588 | 42.672 | -93 | -85 | -84 | -75 | -79 | -90 | -77 | -80 |
| D | 1732000203.205 | 6.793 | 8.904 | 42.672 | -81 | -80 | -80 | -86 | -85 | -77 | -87 | -72 |
| E | 1732000101.212 | 53.491 | 103.177 | 42.672 | -92 | -91 | -94 | -85 | -84 | -85 | -84 | -77 |
| F | 1731999637.217 | 91.699 | 129.652 | 42.672 | -81 | -86 | -88 | -79 | -77 | -80 | -73 | -75 |
| G | 1732000189.229 | 15.283 | 13.018 | 42.672 | -76 | -74 | -72 | -92 | -83 | -80 | -80 | -73 |
| H | 1731999773.219 | 34.812 | 118.292 | 42.672 | -92 | -89 | -89 | -79 | -75 | -75 | -83 | -75 |
| I | 1731999644.233 | 81.510 | 163.332 | 42.672 | -86 | -85 | -79 | -77 | -80 | -75 | -80 | -78 |
| J | 1731999594.210 | 29.717 | 149.690 | 42.672 | -95 | -80 | -90 | -85 | -79 | -90 | -85 | -92 |
| K | 1732000039.223 | 141.793 | 122.273 | 42.672 | -94 | -79 | -87 | -76 | -85 | -79 | -88 | -83 |
| L | 1731999739.222 | 135.001 | 114.351 | 42.672 | -91 | -82 | -84 | -75 | -77 | -78 | -61 | -74 |
| M | 1732000045.234 | 136.699 | 128.563 | 42.672 | -84 | -86 | -81 | -77 | -82 | -80 | -85 | -80 |
| N | 1731999522.240 | 2.547 | 14.597 | 42.672 | -96 | -78 | -86 | -82 | -87 | -89 | -80 | -82 |
| O | 1732000119.220 | 95.095 | 135.942 | 42.672 | -92 | -87 | -80 | -76 | -83 | -83 | -83 | -81 |
| P | 1731999805.219 | 77.265 | 138.238 | 42.672 | -81 | -87 | -82 | -74 | -76 | -74 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000279.245
- **Target RSSI fingerprint:** [-97, -90, -92, -85, -91, -99, -81, -95]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.49062586944809,
1.4597415924072266,
42.672000000000004
] | 16 |
11,064 | **[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 | 1722839363.167 | 19.528 | 19.574 | 51.816 | -91 | -82 | -86 | -83 | -82 | -70 | -88 | -72 |
| B | 1722839336.179 | 93.397 | 81.626 | 51.816 | -82 | -78 | -89 | -92 | -80 | -71 | -80 | -84 |
| C | 1722839033.175 | 93.397 | 193.628 | 51.816 | -82 | -83 | -86 | -88 | -78 | -86 | -76 | -77 |
| D | 1722839174.199 | 44.151 | 153.711 | 51.816 | -90 | -88 | -69 | -72 | -82 | -85 | -90 | -76 |
| E | 1722838885.155 | 82.359 | 125.883 | 51.816 | -82 | -86 | -66 | -74 | -88 | -85 | -78 | -79 |
| F | 1722838953.173 | 17.830 | 118.757 | 51.816 | -77 | -88 | -82 | -77 | -88 | -86 | -77 | -89 |
| G | 1722838976.166 | 49.246 | 159.112 | 51.816 | -89 | -87 | -76 | -81 | -88 | -89 | -86 | -77 |
| H | 1722838896.169 | 116.322 | 154.361 | 51.816 | -82 | -82 | -70 | -87 | -72 | -77 | -87 | -76 |
| I | 1722838710.154 | 5.094 | 6.768 | 51.816 | -86 | -86 | -100 | -77 | -81 | -81 | -79 | -74 |
| J | 1722838553.154 | 2.547 | 10.298 | 51.816 | -100 | -90 | -100 | -95 | -88 | -91 | -94 | -86 |
| K | 1722838946.170 | 41.604 | 92.534 | 51.816 | -80 | -82 | -85 | -83 | -73 | -83 | -70 | -82 |
| L | 1722838908.161 | 135.850 | 122.406 | 51.816 | -78 | -85 | -84 | -92 | -82 | -84 | -74 | -73 |
| M | 1722838888.157 | 93.397 | 135.398 | 51.816 | -77 | -80 | -67 | -76 | -77 | -82 | -72 | -77 |
| N | 1722839085.167 | 63.680 | 107.145 | 51.816 | -81 | -87 | -70 | -71 | -83 | -83 | -75 | -83 |
| O | 1722838928.174 | 86.604 | 76.358 | 51.816 | -86 | -76 | -81 | -87 | -82 | -71 | -82 | -87 |
| P | 1722839284.153 | 45.849 | 93.662 | 51.816 | -92 | -77 | -84 | -80 | -83 | -81 | -89 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838714.196
- **Target RSSI fingerprint:** [-81, -77, -100, -76, -80, -75, -77, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.37750133408103,
20.303678512573242,
51.816
] | 16 |
38,466 | **[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 | 1723691865.141 | 162.175 | 17.597 | 51.816 | -100 | -85 | -84 | -85 | -76 | -78 | -77 | -74 |
| B | 1723691715.134 | 174.063 | 86.417 | 51.816 | -74 | -76 | -82 | -75 | -78 | -100 | -84 | -75 |
| C | 1723691908.136 | 10.189 | 68.382 | 51.816 | -79 | -75 | -78 | -100 | -100 | -77 | -76 | -70 |
| D | 1723691795.164 | 125.665 | 61.614 | 51.816 | -68 | -78 | -81 | -75 | -75 | -78 | -80 | -71 |
| E | 1723691734.209 | 208.026 | 68.528 | 51.816 | -100 | -100 | -83 | -76 | -79 | -79 | -79 | -78 |
| F | 1723691454.151 | 203.781 | 58.257 | 51.816 | -100 | -82 | -85 | -86 | -75 | -75 | -78 | -74 |
| G | 1723691651.150 | 216.517 | 71.448 | 51.816 | -100 | -83 | -87 | -88 | -80 | -74 | -79 | -79 |
| H | 1723691815.157 | 166.421 | 70.758 | 51.816 | -81 | -100 | -82 | -78 | -83 | -77 | -80 | -78 |
| I | 1723691328.180 | 191.893 | 52.086 | 51.816 | -100 | -78 | -100 | -82 | -77 | -77 | -77 | -81 |
| J | 1723691434.143 | 219.064 | 115.293 | 51.816 | -83 | -81 | -85 | -83 | -77 | -80 | -88 | -82 |
| K | 1723691808.135 | 143.496 | 48.384 | 51.816 | -100 | -78 | -80 | -77 | -100 | -79 | -81 | -76 |
| L | 1723691895.146 | 65.380 | 43.447 | 51.816 | -77 | -100 | -78 | -81 | -81 | -77 | -77 | -76 |
| M | 1723691753.141 | 216.517 | 118.451 | 51.816 | -73 | -75 | -85 | -81 | -78 | -76 | -74 | -80 |
| N | 1723691888.136 | 97.645 | 28.850 | 51.816 | -74 | -100 | -79 | -79 | -78 | -76 | -76 | -63 |
| O | 1723691356.144 | 209.724 | 126.161 | 51.816 | -75 | -81 | -80 | -78 | -85 | -80 | -74 | -79 |
| P | 1723691794.139 | 123.117 | 64.242 | 51.816 | -69 | -76 | -84 | -74 | -77 | -78 | -78 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691379.132
- **Target RSSI fingerprint:** [-86, -79, -87, -86, -76, -78, -78, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.68454984093927,
93.58270645141602,
51.816
] | 16 |
43,440 | **[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 | 1724126364.130 | 5.095 | 115.306 | 42.672 | -101 | -100 | -100 | -95 | -85 | -91 | -100 | -93 |
| B | 1724126832.146 | 29.718 | 55.152 | 42.672 | -100 | -75 | -74 | -82 | -87 | -100 | -78 | -81 |
| C | 1724126669.134 | 81.512 | 58.058 | 42.672 | -75 | -77 | -73 | -84 | -77 | -83 | -73 | -74 |
| D | 1724126883.130 | 137.552 | 49.074 | 42.672 | -100 | -81 | -87 | -100 | -68 | -81 | -78 | -85 |
| E | 1724127185.145 | 52.643 | 6.343 | 42.672 | -100 | -100 | -83 | -69 | -91 | -86 | -85 | -61 |
| F | 1724127101.149 | 38.209 | 58.775 | 42.672 | -79 | -86 | -84 | -71 | -87 | -84 | -81 | -64 |
| G | 1724126650.221 | 31.416 | 56.572 | 42.672 | -77 | -78 | -84 | -75 | -78 | -78 | -77 | -68 |
| H | 1724126990.133 | 67.927 | 6.768 | 42.672 | -100 | -100 | -85 | -75 | -86 | -83 | -70 | -63 |
| I | 1724126639.149 | 39.907 | 30.256 | 42.672 | -82 | -100 | -85 | -75 | -85 | -66 | -53 | -67 |
| J | 1724126842.142 | 67.927 | 75.562 | 42.672 | -71 | -78 | -84 | -80 | -82 | -85 | -79 | -65 |
| K | 1724126725.144 | 73.870 | 76.318 | 42.672 | -71 | -77 | -100 | -100 | -77 | -83 | -75 | -60 |
| L | 1724126951.169 | 104.438 | 59.584 | 42.672 | -92 | -83 | -87 | -89 | -100 | -86 | -83 | -88 |
| M | 1724126972.131 | 142.646 | 43.434 | 42.672 | -100 | -83 | -78 | -100 | -81 | -74 | -81 | -100 |
| N | 1724127177.156 | 56.889 | 0.411 | 42.672 | -100 | -100 | -83 | -70 | -88 | -89 | -89 | -62 |
| O | 1724127191.156 | 40.756 | 33.229 | 42.672 | -100 | -100 | -83 | -70 | -88 | -78 | -67 | -63 |
| P | 1724126717.133 | 107.834 | 94.021 | 42.672 | -69 | -75 | -90 | -100 | -80 | -82 | -80 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126603.124
- **Target RSSI fingerprint:** [-69, -75, -74, -82, -77, -79, -69, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.189032091442265,
107.29100704193115,
42.672000000000004
] | 16 |
20,835 | **[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 | 1731994359.226 | 67.925 | 112.267 | 51.816 | -90 | -100 | -100 | -89 | -81 | -84 | -84 | -73 |
| B | 1731994579.209 | 5.094 | 63.923 | 51.816 | -93 | -85 | -76 | -83 | -77 | -75 | -74 | -71 |
| C | 1731994634.206 | 99.340 | 48.609 | 51.816 | -81 | -87 | -83 | -78 | -85 | -72 | -71 | -75 |
| D | 1731994694.223 | 41.604 | 83.643 | 51.816 | -83 | -82 | -78 | -80 | -79 | -88 | -72 | -65 |
| E | 1731994307.236 | 66.227 | 66.737 | 51.816 | -83 | -79 | -76 | -80 | -78 | -70 | -76 | -64 |
| F | 1731994780.212 | 28.019 | 51.502 | 51.816 | -93 | -89 | -76 | -92 | -83 | -68 | -80 | -71 |
| G | 1731994267.222 | 33.113 | 35.021 | 51.816 | -88 | -90 | -84 | -95 | -81 | -89 | -85 | -79 |
| H | 1731994595.219 | 33.963 | 54.422 | 51.816 | -84 | -83 | -86 | -85 | -89 | -86 | -73 | -77 |
| I | 1731994684.227 | 25.472 | 94.737 | 51.816 | -100 | -84 | -90 | -76 | -87 | -82 | -75 | -78 |
| J | 1731994310.218 | 78.963 | 55.576 | 51.816 | -82 | -80 | -77 | -74 | -71 | -73 | -73 | -65 |
| K | 1731994445.213 | 77.265 | 25.545 | 51.816 | -80 | -88 | -83 | -78 | -71 | -78 | -73 | -78 |
| L | 1731994459.225 | 48.397 | 25.068 | 51.816 | -85 | -79 | -87 | -80 | -87 | -86 | -75 | -83 |
| M | 1731994399.220 | 39.906 | 58.841 | 51.816 | -86 | -85 | -86 | -86 | -86 | -88 | -74 | -77 |
| N | 1731994702.227 | 79.812 | 53.745 | 51.816 | -83 | -84 | -78 | -76 | -81 | -76 | -74 | -67 |
| O | 1731994729.230 | 112.925 | 79.198 | 51.816 | -82 | -81 | -87 | -80 | -85 | -77 | -73 | -80 |
| P | 1731994555.211 | 65.378 | 113.833 | 51.816 | -91 | -100 | -100 | -89 | -86 | -87 | -87 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994251.225
- **Target RSSI fingerprint:** [-92, -94, -78, -84, -85, -83, -82, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07594481813092,
15.168042182922363,
51.816
] | 16 |
4,817 | **[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 | 1723007922.162 | 151.133 | 69.364 | 51.816 | -78 | -72 | -81 | -77 | -73 | -82 | -83 | -74 |
| B | 1723007924.155 | 144.341 | 76.835 | 51.816 | -77 | -72 | -82 | -71 | -68 | -79 | -81 | -81 |
| C | 1723008538.140 | 97.642 | 42.359 | 51.816 | -100 | -77 | -87 | -79 | -84 | -78 | -82 | -82 |
| D | 1723008222.156 | 55.189 | 85.435 | 51.816 | -84 | -77 | -78 | -73 | -83 | -75 | -72 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008357.174
- **Target RSSI fingerprint:** [-70, -84, -74, -89, -85, -83, -81, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90592387628501,
85.43469429016113,
51.816
] | 4 |
18,185 | **[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 | 1722838747.162 | 17.830 | 119.553 | 51.816 | -89 | -85 | -77 | -77 | -75 | -86 | -79 | -76 |
| B | 1722838739.150 | 44.151 | 90.013 | 51.816 | -70 | -82 | -76 | -83 | -75 | -85 | -77 | -72 |
| C | 1722838828.171 | 93.397 | 192.447 | 51.816 | -85 | -87 | -81 | -81 | -83 | -76 | -83 | -76 |
| D | 1722838964.159 | 21.227 | 136.645 | 51.816 | -85 | -86 | -90 | -85 | -71 | -72 | -73 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839032.197
- **Target RSSI fingerprint:** [-79, -82, -82, -87, -90, -79, -81, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09500622571147,
191.33231163024902,
51.816
] | 4 |
3,605 | **[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 | 1723003351.154 | 22.925 | 20.038 | 51.816 | -74 | -85 | -86 | -88 | -83 | -84 | -71 | -77 |
| B | 1723003278.183 | 135.850 | 10.563 | 51.816 | -69 | -77 | -75 | -84 | -75 | -68 | -71 | -74 |
| C | 1723002840.139 | 132.454 | 10.218 | 51.816 | -79 | -87 | -83 | -100 | -78 | -75 | -84 | -81 |
| D | 1723002887.143 | 34.812 | 87.903 | 51.816 | -72 | -84 | -75 | -73 | -72 | -89 | -86 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003104.150
- **Target RSSI fingerprint:** [-72, -86, -80, -68, -80, -88, -86, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84935968659483,
89.70775604248047,
51.816
] | 4 |
20,010 | **[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 | 1722999467.320 | 99.340 | 39.440 | 42.672 | -82 | -86 | -82 | -84 | -82 | -85 | -68 | -83 |
| B | 1722999811.136 | 19.528 | 13.270 | 42.672 | -87 | -88 | -86 | -86 | -82 | -85 | -74 | -72 |
| C | 1722999473.172 | 116.322 | 64.667 | 42.672 | -74 | -88 | -86 | -83 | -88 | -88 | -71 | -81 |
| D | 1722999943.149 | 137.548 | 70.705 | 42.672 | -79 | -89 | -87 | -79 | -83 | -82 | -75 | -63 |
| E | 1723000019.143 | 0.849 | 85.116 | 42.672 | -87 | -86 | -86 | -85 | -85 | -85 | -85 | -81 |
| F | 1722999625.147 | 138.397 | 38.033 | 42.672 | -82 | -85 | -84 | -80 | -81 | -74 | -71 | -81 |
| G | 1722999703.135 | 121.416 | 96.343 | 42.672 | -81 | -83 | -81 | -73 | -83 | -84 | -68 | -69 |
| H | 1722999877.138 | 45.849 | 48.198 | 42.672 | -90 | -82 | -85 | -84 | -81 | -82 | -88 | -66 |
| I | 1722999845.146 | 139.246 | 19.162 | 42.672 | -81 | -80 | -80 | -76 | -71 | -70 | -80 | -69 |
| J | 1722999637.148 | 121.416 | 49.830 | 42.672 | -87 | -84 | -82 | -80 | -77 | -74 | -84 | -71 |
| K | 1722999965.194 | 113.774 | 13.894 | 42.672 | -87 | -73 | -87 | -76 | -72 | -68 | -83 | -69 |
| L | 1722999543.133 | 67.076 | 89.734 | 42.672 | -85 | -89 | -84 | -87 | -85 | -80 | -71 | -73 |
| M | 1723000008.162 | 26.321 | 87.385 | 42.672 | -89 | -81 | -81 | -82 | -74 | -70 | -100 | -68 |
| N | 1722999890.144 | 11.038 | 48.848 | 42.672 | -90 | -85 | -90 | -88 | -83 | -79 | -86 | -84 |
| O | 1722999715.145 | 138.397 | 86.138 | 42.672 | -86 | -88 | -86 | -81 | -88 | -87 | -75 | -62 |
| P | 1722999465.143 | 94.246 | 30.920 | 42.672 | -81 | -86 | -84 | -86 | -86 | -85 | -70 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000103.153
- **Target RSSI fingerprint:** [-90, -83, -84, -84, -78, -75, -87, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05686247910343,
47.229275703430176,
42.672000000000004
] | 16 |
26,224 | **[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 | 1725939300.144 | 51.793 | 15.301 | 42.672 | -83 | -77 | -75 | -76 | -72 | -76 | -75 | -70 |
| B | 1725939759.145 | 32.265 | 114.112 | 42.672 | -70 | -75 | -74 | -74 | -79 | -71 | -73 | -71 |
| C | 1725939827.147 | 4.245 | 51.184 | 42.672 | -84 | -72 | -70 | -69 | -74 | -78 | -75 | -63 |
| D | 1725939354.148 | 45.001 | 103.244 | 42.672 | -70 | -78 | -74 | -75 | -76 | -75 | -78 | -68 |
| E | 1725939588.148 | 102.737 | 25.426 | 42.672 | -85 | -76 | -74 | -75 | -79 | -82 | -72 | -68 |
| F | 1725939957.153 | 43.302 | 12.368 | 42.672 | -95 | -85 | -100 | -100 | -74 | -100 | -83 | -100 |
| G | 1725939367.134 | 88.303 | 61.561 | 42.672 | -67 | -77 | -74 | -80 | -78 | -72 | -78 | -63 |
| H | 1725939311.143 | 23.774 | 18.167 | 42.672 | -88 | -76 | -69 | -71 | -73 | -73 | -73 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939741.141
- **Target RSSI fingerprint:** [-82, -76, -72, -76, -73, -67, -76, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188816249852081,
71.24866008758545,
42.672000000000004
] | 8 |
28,335 | **[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 | 1725943394.159 | 3.396 | 17.119 | 60.960 | -79 | -77 | -75 | -74 | -77 | -77 | -74 | -71 |
| B | 1725943003.179 | 3.396 | 38.232 | 60.960 | -77 | -75 | -74 | -71 | -71 | -70 | -76 | -69 |
| C | 1725943000.152 | 0.849 | 22.334 | 60.960 | -76 | -71 | -72 | -72 | -75 | -72 | -72 | -76 |
| D | 1725943201.190 | 3.396 | 31.929 | 60.960 | -77 | -76 | -72 | -72 | -74 | -70 | -73 | -70 |
| E | 1725943137.169 | 103.586 | 24.192 | 60.960 | -76 | -78 | -71 | -72 | -74 | -74 | -66 | -67 |
| F | 1725943090.172 | 9.340 | 61.163 | 60.960 | -75 | -75 | -85 | -79 | -75 | -79 | -75 | -73 |
| G | 1725943046.154 | 98.492 | 50.494 | 60.960 | -76 | -80 | -66 | -76 | -78 | -66 | -71 | -62 |
| H | 1725943538.165 | 89.152 | 4.140 | 60.960 | -75 | -73 | -79 | -78 | -73 | -82 | -70 | -68 |
| I | 1725943335.144 | 100.190 | 8.865 | 60.960 | -79 | -78 | -74 | -74 | -79 | -78 | -81 | -68 |
| J | 1725942994.161 | 2.547 | 19.056 | 60.960 | -77 | -78 | -77 | -74 | -75 | -78 | -78 | -71 |
| K | 1725943013.176 | 13.585 | 92.216 | 60.960 | -78 | -76 | -80 | -74 | -75 | -72 | -77 | -74 |
| L | 1725943514.167 | 31.416 | 17.981 | 60.960 | -76 | -71 | -78 | -78 | -74 | -83 | -72 | -72 |
| M | 1725943140.147 | 105.284 | 35.299 | 60.960 | -73 | -71 | -73 | -73 | -76 | -72 | -70 | -66 |
| N | 1725942947.151 | 104.435 | 40.793 | 60.960 | -71 | -74 | -79 | -79 | -72 | -78 | -75 | -78 |
| O | 1725943106.189 | 1.698 | 18.167 | 60.960 | -78 | -70 | -68 | -81 | -75 | -69 | -74 | -75 |
| P | 1725943418.153 | 16.132 | 106.176 | 60.960 | -77 | -78 | -82 | -75 | -76 | -73 | -78 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943437.155
- **Target RSSI fingerprint:** [-76, -75, -70, -72, -73, -68, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73662346911156,
84.89060878753662,
60.96
] | 16 |
23,876 | **[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 | 1725942934.168 | 101.039 | 13.934 | 60.960 | -78 | -73 | -74 | -73 | -78 | -71 | -76 | -68 |
| B | 1725943416.199 | 13.585 | 95.387 | 60.960 | -80 | -79 | -73 | -74 | -80 | -77 | -75 | -73 |
| C | 1725943324.146 | 90.001 | 2.269 | 60.960 | -73 | -82 | -83 | -79 | -71 | -70 | -70 | -68 |
| D | 1725943406.187 | 5.943 | 48.025 | 60.960 | -74 | -79 | -72 | -73 | -76 | -65 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942920.153
- **Target RSSI fingerprint:** [-76, -74, -77, -77, -72, -75, -67, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.623575359811,
12.567048072814941,
60.96
] | 4 |
18,851 | **[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 | 1723005032.146 | 81.510 | 6.874 | 60.960 | -80 | -74 | -87 | -77 | -73 | -76 | -71 | -57 |
| B | 1723004649.153 | 2.547 | 85.448 | 60.960 | -85 | -86 | -77 | -82 | -100 | -91 | -85 | -76 |
| C | 1723004988.148 | 37.359 | 89.734 | 60.960 | -83 | -78 | -83 | -83 | -70 | -79 | -78 | -77 |
| D | 1723004825.142 | 78.114 | 8.559 | 60.960 | -86 | -76 | -85 | -80 | -87 | -82 | -70 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004755.143
- **Target RSSI fingerprint:** [-75, -87, -77, -83, -76, -74, -86, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866454591616,
81.05546951293945,
60.96
] | 4 |
22,967 | **[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 | 1725941234.164 | 37.359 | 25.200 | 51.816 | -86 | -83 | -78 | -85 | -76 | -78 | -78 | -73 |
| B | 1725941171.159 | 85.756 | 18.472 | 51.816 | -77 | -81 | -79 | -83 | -76 | -74 | -77 | -70 |
| C | 1725940784.152 | 106.134 | 21.153 | 51.816 | -70 | -76 | -71 | -82 | -72 | -70 | -77 | -62 |
| D | 1725941001.149 | 78.963 | 76.066 | 51.816 | -82 | -81 | -79 | -76 | -77 | -75 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941251.151
- **Target RSSI fingerprint:** [-72, -80, -70, -81, -72, -74, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.3962721692890474,
47.096571922302246,
51.816
] | 4 |
7,805 | **[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 | 1722833633.181 | 9.340 | 49.658 | 60.960 | -100 | -85 | -92 | -77 | -85 | -88 | -78 | -83 |
| B | 1722833892.154 | 124.812 | 68.807 | 60.960 | -81 | -83 | -91 | -85 | -81 | -83 | -80 | -72 |
| C | 1722833484.151 | 106.133 | 44.097 | 60.960 | -79 | -78 | -79 | -77 | -65 | -78 | -75 | -78 |
| D | 1722833712.158 | 74.718 | 120.336 | 60.960 | -75 | -81 | -79 | -80 | -83 | -77 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833611.135
- **Target RSSI fingerprint:** [-88, -83, -79, -81, -100, -85, -83, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41563004832513,
14.491252899169922,
60.96
] | 4 |
14,086 | **[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 | 1731994735.226 | 95.095 | 101.200 | 51.816 | -83 | -92 | -89 | -75 | -86 | -75 | -70 | -85 |
| B | 1731994151.208 | 77.265 | 4.751 | 51.816 | -104 | -93 | -95 | -103 | -95 | -99 | -100 | -91 |
| C | 1731994674.242 | 2.547 | 61.336 | 51.816 | -87 | -100 | -83 | -76 | -88 | -87 | -72 | -75 |
| D | 1731994641.224 | 75.567 | 25.187 | 51.816 | -87 | -89 | -83 | -78 | -68 | -79 | -72 | -76 |
| E | 1731994404.208 | 61.133 | 74.526 | 51.816 | -86 | -75 | -89 | -85 | -83 | -79 | -73 | -74 |
| F | 1731994415.223 | 94.246 | 99.050 | 51.816 | -87 | -79 | -87 | -85 | -84 | -75 | -73 | -75 |
| G | 1731994500.215 | 46.698 | 65.476 | 51.816 | -81 | -75 | -79 | -84 | -79 | -86 | -72 | -65 |
| H | 1731994457.239 | 56.887 | 19.574 | 51.816 | -80 | -66 | -83 | -74 | -84 | -78 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994444.202
- **Target RSSI fingerprint:** [-89, -86, -83, -79, -72, -76, -73, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51000889291859,
28.796720504760742,
51.816
] | 8 |
21,218 | **[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 | 1723004417.128 | 66.227 | 89.814 | 60.960 | -87 | -89 | -82 | -78 | -83 | -76 | -76 | -81 |
| B | 1723004946.154 | 84.057 | 46.075 | 60.960 | -81 | -78 | -85 | -80 | -76 | -75 | -80 | -69 |
| C | 1723004600.156 | 115.472 | 11.399 | 60.960 | -80 | -100 | -79 | -73 | -73 | -68 | -84 | -67 |
| D | 1723004189.172 | 69.623 | 0.876 | 60.960 | -100 | -94 | -98 | -90 | -100 | -90 | -95 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004927.143
- **Target RSSI fingerprint:** [-83, -86, -79, -78, -74, -75, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90651891841722,
28.226094245910645,
60.96
] | 4 |
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