id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
31,942 | **[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 | 1723698239.144 | 79.814 | 22.573 | 51.816 | -79 | -75 | -80 | -75 | -80 | -79 | -75 | -65 |
| B | 1723697794.155 | 1.698 | 61.256 | 51.816 | -86 | -100 | -100 | -100 | -100 | -100 | -100 | -79 |
| C | 1723698161.155 | 56.040 | 39.280 | 51.816 | -81 | -75 | -77 | -79 | -80 | -76 | -77 | -65 |
| D | 1723698154.153 | 88.305 | 54.807 | 51.816 | -83 | -71 | -78 | -77 | -74 | -73 | -76 | -62 |
| E | 1723698153.176 | 92.550 | 57.076 | 51.816 | -81 | -72 | -77 | -78 | -79 | -73 | -76 | -62 |
| F | 1723698471.158 | 24.623 | 30.721 | 51.816 | -79 | -100 | -78 | -71 | -75 | -78 | -82 | -76 |
| G | 1723698400.153 | 125.665 | 46.300 | 51.816 | -84 | -76 | -79 | -82 | -80 | -78 | -84 | -77 |
| H | 1723698465.157 | 35.662 | 7.471 | 51.816 | -70 | -100 | -80 | -67 | -74 | -100 | -74 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697919.140
- **Target RSSI fingerprint:** [-80, -74, -79, -100, -77, -76, -73, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736287663857853,
58.1242561340332,
51.816
] | 8 |
33,430 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691618.137 | 178.308 | 79.012 | 51.816 | -85 | -100 | -81 | -79 | -78 | -78 | -77 | -78 |
| B | 1723691323.164 | 189.346 | 54.873 | 51.816 | -84 | -77 | -88 | -77 | -77 | -82 | -82 | -73 |
| C | 1723691321.136 | 185.950 | 62.888 | 51.816 | -83 | -76 | -100 | -78 | -74 | -81 | -79 | -76 |
| D | 1723691438.139 | 227.555 | 100.735 | 51.816 | -78 | -76 | -81 | -77 | -74 | -85 | -79 | -78 |
| E | 1723691754.129 | 213.970 | 122.592 | 51.816 | -84 | -76 | -70 | -82 | -82 | -74 | -76 | -82 |
| F | 1723691712.146 | 165.572 | 99.262 | 51.816 | -80 | -77 | -72 | -78 | -73 | -77 | -79 | -74 |
| G | 1723691265.150 | 136.703 | 23.290 | 51.816 | -100 | -100 | -100 | -100 | -100 | -75 | -74 | -84 |
| H | 1723691811.159 | 152.835 | 57.447 | 51.816 | -100 | -100 | -100 | -100 | -78 | -78 | -77 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691510.150
- **Target RSSI fingerprint:** [-73, -82, -85, -78, -82, -84, -77, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
158.7790653052798,
106.58767700195312,
51.816
] | 8 |
43,469 | **[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 | 1723696465.142 | 88.305 | 84.267 | 42.672 | -82 | -100 | -73 | -82 | -68 | -73 | -75 | -68 |
| B | 1723696491.129 | 122.268 | 41.815 | 42.672 | -83 | -78 | -85 | -76 | -83 | -78 | -76 | -92 |
| C | 1723696273.154 | 12.736 | 56.704 | 42.672 | -104 | -100 | -102 | -95 | -82 | -100 | -96 | -96 |
| D | 1723696612.140 | 29.718 | 26.952 | 42.672 | -85 | -81 | -77 | -82 | -69 | -74 | -67 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696696.163
- **Target RSSI fingerprint:** [-100, -80, -82, -76, -62, -69, -68, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73783716972655,
66.19264602661133,
42.672000000000004
] | 4 |
12,918 | **[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 | 1722838899.213 | 116.322 | 153.843 | 51.816 | -83 | -92 | -78 | -81 | -88 | -81 | -84 | -89 |
| B | 1722839233.156 | 103.586 | 176.071 | 51.816 | -78 | -90 | -86 | -84 | -79 | -78 | -79 | -75 |
| C | 1722839075.166 | 45.000 | 92.932 | 51.816 | -88 | -69 | -73 | -73 | -77 | -83 | -79 | -70 |
| D | 1722839092.189 | 89.152 | 129.917 | 51.816 | -81 | -73 | -86 | -85 | -79 | -77 | -67 | -75 |
| E | 1722838548.172 | 3.396 | 6.264 | 51.816 | -100 | -96 | -75 | -79 | -88 | -89 | -100 | -80 |
| F | 1722838900.161 | 117.171 | 153.419 | 51.816 | -86 | -91 | -75 | -77 | -91 | -82 | -79 | -88 |
| G | 1722839033.175 | 93.397 | 193.628 | 51.816 | -78 | -88 | -78 | -86 | -82 | -77 | -86 | -76 |
| H | 1722839295.159 | 78.963 | 124.463 | 51.816 | -79 | -72 | -80 | -85 | -79 | -72 | -66 | -72 |
| I | 1722838817.164 | 116.322 | 150.897 | 51.816 | -79 | -92 | -84 | -82 | -72 | -77 | -83 | -70 |
| J | 1722839051.157 | 47.548 | 153.419 | 51.816 | -84 | -77 | -85 | -85 | -77 | -76 | -74 | -73 |
| K | 1722839099.165 | 114.623 | 151.959 | 51.816 | -83 | -89 | -85 | -88 | -90 | -80 | -72 | -89 |
| L | 1722839299.159 | 94.246 | 137.375 | 51.816 | -81 | -80 | -92 | -89 | -78 | -76 | -68 | -76 |
| M | 1722839087.160 | 70.472 | 113.594 | 51.816 | -82 | -70 | -85 | -76 | -78 | -75 | -67 | -73 |
| N | 1722838910.168 | 138.397 | 118.743 | 51.816 | -76 | -90 | -78 | -85 | -74 | -74 | -85 | -72 |
| O | 1722838854.178 | 16.132 | 127.263 | 51.816 | -84 | -69 | -87 | -76 | -72 | -79 | -73 | -71 |
| P | 1722838787.163 | 100.189 | 95.839 | 51.816 | -85 | -78 | -80 | -72 | -72 | -75 | -69 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839206.166
- **Target RSSI fingerprint:** [-83, -79, -83, -82, -76, -75, -68, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.07625733744565,
97.24533081054688,
51.816
] | 16 |
12,792 | **[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 | 1731994570.220 | 6.793 | 65.476 | 51.816 | -68 | -79 | -79 | -77 | -91 | -82 | -75 | -75 |
| B | 1731994358.219 | 70.472 | 115.399 | 51.816 | -90 | -100 | -84 | -85 | -81 | -90 | -88 | -74 |
| C | 1731994968.195 | 76.416 | 2.959 | 51.816 | -85 | -94 | -94 | -88 | -96 | -101 | -99 | -91 |
| D | 1731994309.236 | 74.718 | 59.266 | 51.816 | -88 | -78 | -91 | -79 | -71 | -77 | -75 | -65 |
| E | 1731994727.224 | 118.869 | 71.501 | 51.816 | -94 | -89 | -84 | -85 | -80 | -78 | -74 | -82 |
| F | 1731994686.228 | 24.623 | 95.427 | 51.816 | -93 | -88 | -86 | -90 | -80 | -85 | -86 | -75 |
| G | 1731994334.243 | 122.265 | 69.444 | 51.816 | -94 | -89 | -87 | -83 | -84 | -77 | -77 | -79 |
| H | 1731994719.215 | 118.020 | 66.432 | 51.816 | -101 | -100 | -95 | -86 | -80 | -86 | -86 | -79 |
| I | 1731994130.192 | 78.114 | 5.547 | 51.816 | -88 | -89 | -100 | -100 | -100 | -94 | -94 | -86 |
| J | 1731994817.217 | 112.925 | 84.333 | 51.816 | -81 | -87 | -86 | -80 | -85 | -79 | -79 | -68 |
| K | 1731994941.206 | 77.265 | 1.115 | 51.816 | -94 | -95 | -89 | -97 | -99 | -103 | -99 | -90 |
| L | 1731994679.211 | 16.132 | 81.865 | 51.816 | -92 | -84 | -100 | -87 | -83 | -76 | -73 | -74 |
| M | 1731994777.223 | 15.283 | 59.159 | 51.816 | -88 | -77 | -92 | -83 | -74 | -85 | -75 | -70 |
| N | 1731994398.215 | 34.812 | 55.497 | 51.816 | -93 | -86 | -80 | -91 | -85 | -90 | -74 | -84 |
| O | 1731994204.232 | 61.982 | 6.967 | 51.816 | -100 | -88 | -65 | -86 | -94 | -76 | -74 | -84 |
| P | 1731994665.230 | 8.491 | 53.201 | 51.816 | -74 | -79 | -81 | -81 | -86 | -88 | -80 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994623.225
- **Target RSSI fingerprint:** [-83, -91, -81, -80, -87, -79, -79, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58563630141737,
69.40407752990723,
51.816
] | 16 |
31,002 | **[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 | 1723696916.160 | 16.133 | 56.837 | 42.672 | -90 | -74 | -80 | -73 | -100 | -78 | -75 | -82 |
| B | 1723696596.164 | 72.172 | 44.190 | 42.672 | -86 | -81 | -78 | -76 | -77 | -76 | -80 | -63 |
| C | 1723696539.166 | 28.020 | 30.097 | 42.672 | -80 | -70 | -76 | -71 | -79 | -76 | -72 | -73 |
| D | 1723696364.136 | 25.473 | 31.982 | 42.672 | -84 | -79 | -79 | -70 | -78 | -72 | -73 | -73 |
| E | 1723696815.134 | 85.758 | 83.404 | 42.672 | -72 | -81 | -83 | -100 | -74 | -74 | -68 | -74 |
| F | 1723696402.142 | 123.117 | 42.717 | 42.672 | -78 | -88 | -76 | -81 | -78 | -78 | -83 | -80 |
| G | 1723696997.162 | 6.793 | 57.248 | 42.672 | -100 | -111 | -94 | -95 | -100 | -102 | -101 | -79 |
| H | 1723696419.139 | 87.456 | 49.844 | 42.672 | -100 | -75 | -75 | -76 | -77 | -75 | -100 | -62 |
| I | 1723696686.137 | 68.776 | 49.127 | 42.672 | -80 | -82 | -79 | -80 | -72 | -70 | -71 | -71 |
| J | 1723696554.140 | 48.398 | 4.738 | 42.672 | -73 | -73 | -100 | -75 | -72 | -100 | -74 | -68 |
| K | 1723696803.147 | 33.963 | 55.868 | 42.672 | -91 | -85 | -78 | -79 | -76 | -72 | -74 | -71 |
| L | 1723696437.135 | 28.869 | 24.364 | 42.672 | -79 | -79 | -76 | -78 | -76 | -79 | -77 | -76 |
| M | 1723696635.151 | 72.172 | 75.416 | 42.672 | -75 | -85 | -78 | -77 | -72 | -75 | -70 | -69 |
| N | 1723696735.142 | 71.323 | 16.442 | 42.672 | -70 | -85 | -100 | -76 | -70 | -69 | -73 | -69 |
| O | 1723696789.141 | 27.171 | 29.062 | 42.672 | -80 | -83 | -78 | -81 | -73 | -67 | -72 | -68 |
| P | 1723696576.143 | 122.268 | 45.783 | 42.672 | -69 | -85 | -73 | -72 | -75 | -77 | -72 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696826.136
- **Target RSSI fingerprint:** [-83, -74, -79, -100, -81, -80, -71, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43755840994655,
79.8213243484497,
42.672000000000004
] | 16 |
21,490 | **[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 | 1723004439.129 | 4.245 | 76.079 | 60.960 | -100 | -73 | -70 | -80 | -82 | -69 | -71 | -100 |
| B | 1723004348.159 | 118.020 | 82.489 | 60.960 | -78 | -80 | -83 | -82 | -84 | -72 | -67 | -67 |
| C | 1723004500.149 | 124.812 | 47.415 | 60.960 | -81 | -86 | -85 | -83 | -79 | -84 | -84 | -72 |
| D | 1723004595.175 | 135.001 | 12.819 | 60.960 | -77 | -74 | -72 | -68 | -70 | -70 | -64 | -75 |
| E | 1723004533.151 | 6.792 | 62.729 | 60.960 | -81 | -74 | -79 | -88 | -86 | -79 | -75 | -81 |
| F | 1723004430.143 | 4.245 | 86.005 | 60.960 | -72 | -84 | -74 | -84 | -82 | -87 | -86 | -79 |
| G | 1723004418.139 | 65.378 | 90.584 | 60.960 | -71 | -86 | -100 | -73 | -73 | -75 | -74 | -68 |
| H | 1723004374.167 | 134.152 | 11.492 | 60.960 | -78 | -77 | -74 | -71 | -68 | -72 | -65 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004464.162
- **Target RSSI fingerprint:** [-100, -76, -84, -84, -84, -72, -75, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.849359618264906,
12.354722023010254,
60.96
] | 8 |
29,355 | **[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 | 1723696764.151 | 110.381 | 61.110 | 42.672 | -100 | -80 | -77 | -79 | -81 | -75 | -77 | -80 |
| B | 1723696273.154 | 12.736 | 56.704 | 42.672 | -85 | -100 | -102 | -95 | -96 | -100 | -96 | -82 |
| C | 1723696385.158 | 74.720 | 16.150 | 42.672 | -80 | -73 | -69 | -84 | -69 | -76 | -71 | -67 |
| D | 1723696540.138 | 30.567 | 25.200 | 42.672 | -77 | -83 | -77 | -68 | -76 | -70 | -71 | -71 |
| E | 1723696600.158 | 54.341 | 35.525 | 42.672 | -70 | -79 | -84 | -75 | -79 | -74 | -80 | -61 |
| F | 1723696897.160 | 39.907 | 1.155 | 42.672 | -80 | -82 | -74 | -85 | -100 | -69 | -77 | -78 |
| G | 1723696475.156 | 102.739 | 82.555 | 42.672 | -100 | -78 | -81 | -76 | -77 | -100 | -70 | -100 |
| H | 1723696903.153 | 40.756 | 0.557 | 42.672 | -83 | -100 | -75 | -84 | -100 | -75 | -76 | -79 |
| I | 1723696775.154 | 64.531 | 39.201 | 42.672 | -74 | -81 | -85 | -80 | -77 | -75 | -80 | -62 |
| J | 1723696519.125 | 60.285 | 67.029 | 42.672 | -79 | -86 | -82 | -83 | -82 | -79 | -76 | -71 |
| K | 1723696526.150 | 34.813 | 55.072 | 42.672 | -72 | -79 | -90 | -79 | -74 | -77 | -79 | -64 |
| L | 1723696873.131 | 50.945 | 61.389 | 42.672 | -74 | -80 | -88 | -79 | -78 | -80 | -79 | -64 |
| M | 1723696686.137 | 68.776 | 49.127 | 42.672 | -82 | -72 | -80 | -82 | -70 | -80 | -71 | -71 |
| N | 1723696731.134 | 53.492 | 6.118 | 42.672 | -77 | -74 | -73 | -81 | -78 | -77 | -77 | -70 |
| O | 1723696663.138 | 129.910 | 44.204 | 42.672 | -100 | -77 | -83 | -87 | -76 | -79 | -84 | -84 |
| P | 1723696825.171 | 101.890 | 83.776 | 42.672 | -100 | -84 | -79 | -84 | -81 | -85 | -76 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696492.151
- **Target RSSI fingerprint:** [-100, -79, -85, -80, -79, -77, -87, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17384602091563,
38.908748626708984,
42.672000000000004
] | 16 |
21,535 | **[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 | 1722839269.182 | 15.283 | 124.688 | 51.816 | -87 | -82 | -82 | -86 | -86 | -79 | -83 | -77 |
| B | 1722838961.150 | 11.887 | 128.444 | 51.816 | -85 | -85 | -80 | -88 | -86 | -89 | -85 | -88 |
| C | 1722838779.155 | 75.567 | 127.515 | 51.816 | -83 | -74 | -72 | -85 | -72 | -73 | -67 | -68 |
| D | 1722839296.141 | 82.359 | 127.701 | 51.816 | -88 | -86 | -85 | -86 | -77 | -81 | -67 | -86 |
| E | 1722838815.186 | 121.416 | 142.484 | 51.816 | -82 | -81 | -92 | -75 | -76 | -76 | -84 | -72 |
| F | 1722839187.168 | 69.623 | 136.380 | 51.816 | -77 | -80 | -72 | -79 | -70 | -71 | -68 | -69 |
| G | 1722838903.179 | 123.114 | 143.333 | 51.816 | -80 | -75 | -87 | -72 | -70 | -72 | -78 | -70 |
| H | 1722838952.164 | 21.227 | 114.935 | 51.816 | -86 | -86 | -76 | -80 | -88 | -77 | -80 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839027.191
- **Target RSSI fingerprint:** [-88, -86, -88, -78, -77, -72, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98188200392539,
170.51108837127686,
51.816
] | 8 |
41,500 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689857.137 | 172.364 | 89.854 | 42.672 | -81 | -69 | -66 | -100 | -77 | -76 | -81 | -81 |
| B | 1723690205.159 | 182.553 | 21.896 | 42.672 | -87 | -100 | -100 | -90 | -91 | -84 | -81 | -83 |
| C | 1723690114.146 | 186.799 | 117.801 | 42.672 | -100 | -71 | -71 | -78 | -84 | -88 | -86 | -78 |
| D | 1723689994.134 | 219.913 | 66.617 | 42.672 | -84 | -92 | -90 | -80 | -81 | -87 | -78 | -79 |
| E | 1723690234.152 | 85.758 | 34.105 | 42.672 | -81 | -76 | -77 | -100 | -100 | -84 | -72 | -74 |
| F | 1723689789.148 | 236.046 | 86.470 | 42.672 | -91 | -100 | -100 | -87 | -81 | -87 | -83 | -90 |
| G | 1723690154.148 | 160.477 | 54.090 | 42.672 | -85 | -86 | -81 | -84 | -85 | -74 | -84 | -77 |
| H | 1723689572.060 | 8.491 | 77.552 | 42.672 | -81 | -75 | -82 | -100 | -100 | -100 | -80 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689632.150
- **Target RSSI fingerprint:** [-100, -71, -69, -75, -76, -77, -71, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81562699184659,
64.931960105896,
42.672000000000004
] | 8 |
14,047 | **[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 | 1722841200.149 | 137.548 | 116.899 | 60.960 | -84 | -77 | -90 | -75 | -76 | -72 | -73 | -79 |
| B | 1722841414.159 | 122.265 | 104.703 | 60.960 | -75 | -76 | -86 | -75 | -68 | -73 | -71 | -76 |
| C | 1722840817.147 | 64.529 | 65.728 | 60.960 | -100 | -77 | -69 | -75 | -76 | -73 | -75 | -68 |
| D | 1722841429.169 | 67.925 | 59.385 | 60.960 | -100 | -73 | -75 | -83 | -65 | -81 | -72 | -75 |
| E | 1722841062.174 | 50.095 | 155.250 | 60.960 | -74 | -81 | -88 | -86 | -100 | -86 | -83 | -82 |
| F | 1722841027.141 | 58.585 | 74.062 | 60.960 | -100 | -87 | -78 | -74 | -72 | -73 | -79 | -78 |
| G | 1722841275.172 | 73.868 | 126.281 | 60.960 | -85 | -80 | -76 | -71 | -80 | -66 | -73 | -72 |
| H | 1722840884.184 | 120.567 | 105.513 | 60.960 | -70 | -86 | -78 | -73 | -77 | -73 | -73 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840963.154
- **Target RSSI fingerprint:** [-82, -87, -71, -81, -84, -73, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94375307218943,
99.89940643310547,
60.96
] | 8 |
23,982 | **[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 | 1725941393.148 | 44.152 | 28.478 | 51.816 | -84 | -76 | -78 | -85 | -64 | -65 | -68 | -75 |
| B | 1725940831.172 | 39.906 | 22.799 | 51.816 | -87 | -76 | -83 | -81 | -75 | -74 | -75 | -73 |
| C | 1725940906.144 | 102.737 | 31.982 | 51.816 | -79 | -78 | -72 | -81 | -81 | -79 | -80 | -58 |
| D | 1725940946.152 | 1.698 | 33.932 | 51.816 | -76 | -73 | -74 | -74 | -65 | -76 | -66 | -63 |
| E | 1725941240.162 | 6.793 | 30.893 | 51.816 | -81 | -76 | -79 | -80 | -66 | -73 | -68 | -71 |
| F | 1725941447.146 | 34.812 | 28.160 | 51.816 | -100 | -100 | -100 | -67 | -100 | -70 | -69 | -100 |
| G | 1725940958.158 | 26.321 | 25.930 | 51.816 | -83 | -77 | -78 | -76 | -68 | -76 | -74 | -70 |
| H | 1725940876.155 | 41.604 | 112.453 | 51.816 | -68 | -72 | -79 | -68 | -76 | -78 | -75 | -68 |
| I | 1725941369.155 | 78.963 | 20.171 | 51.816 | -84 | -80 | -77 | -80 | -68 | -67 | -69 | -69 |
| J | 1725941260.151 | 12.736 | 91.712 | 51.816 | -82 | -70 | -76 | -56 | -76 | -72 | -79 | -70 |
| K | 1725940637.145 | 39.906 | 18.579 | 51.816 | -100 | -100 | -100 | -96 | -100 | -92 | -82 | -100 |
| L | 1725941127.152 | 32.265 | 62.596 | 51.816 | -67 | -74 | -66 | -76 | -73 | -74 | -70 | -65 |
| M | 1725941487.160 | 32.265 | 22.679 | 51.816 | -97 | -100 | -100 | -89 | -100 | -81 | -85 | -100 |
| N | 1725941224.140 | 52.642 | 26.461 | 51.816 | -75 | -76 | -73 | -78 | -69 | -68 | -72 | -60 |
| O | 1725940803.146 | 67.925 | 80.551 | 51.816 | -70 | -80 | -77 | -78 | -75 | -78 | -76 | -76 |
| P | 1725941216.157 | 61.982 | 66.140 | 51.816 | -74 | -78 | -75 | -79 | -78 | -75 | -75 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941095.143
- **Target RSSI fingerprint:** [-66, -83, -75, -79, -79, -80, -80, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28443724796047,
55.005717277526855,
51.816
] | 16 |
17,096 | **[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 | 1723009988.154 | 55.189 | 85.886 | 60.960 | -86 | -74 | -68 | -83 | -69 | -100 | -83 | -74 |
| B | 1723010373.154 | 146.039 | 37.303 | 60.960 | -84 | -89 | -86 | -86 | -83 | -76 | -81 | -78 |
| C | 1723009979.149 | 12.736 | 85.329 | 60.960 | -85 | -75 | -72 | -84 | -82 | -83 | -79 | -73 |
| D | 1723010276.145 | 97.642 | 7.962 | 60.960 | -89 | -86 | -90 | -89 | -81 | -72 | -88 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009758.166
- **Target RSSI fingerprint:** [-71, -86, -85, -72, -100, -78, -80, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.77493159624103,
12.580318450927734,
60.96
] | 4 |
16,581 | **[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 | 1722841233.147 | 52.642 | 79.038 | 60.960 | -78 | -83 | -80 | -77 | -76 | -82 | -70 | -76 |
| B | 1722840878.182 | 102.737 | 90.809 | 60.960 | -86 | -82 | -78 | -84 | -71 | -80 | -81 | -71 |
| C | 1722841115.159 | 96.793 | 183.118 | 60.960 | -78 | -78 | -78 | -78 | -81 | -75 | -72 | -71 |
| D | 1722841253.191 | 19.528 | 133.447 | 60.960 | -85 | -85 | -81 | -71 | -86 | -72 | -83 | -74 |
| E | 1722841284.158 | 101.038 | 91.977 | 60.960 | -75 | -82 | -70 | -77 | -73 | -77 | -68 | -68 |
| F | 1722840947.182 | 17.830 | 118.425 | 60.960 | -80 | -85 | -72 | -74 | -77 | -83 | -73 | -78 |
| G | 1722841125.179 | 84.906 | 188.201 | 60.960 | -89 | -85 | -85 | -91 | -84 | -81 | -87 | -82 |
| H | 1722841053.177 | 36.510 | 147.248 | 60.960 | -89 | -86 | -86 | -76 | -86 | -73 | -84 | -75 |
| I | 1722840937.172 | 18.679 | 130.687 | 60.960 | -80 | -78 | -77 | -72 | -81 | -72 | -78 | -75 |
| J | 1722841416.183 | 114.623 | 97.975 | 60.960 | -85 | -79 | -80 | -90 | -71 | -73 | -77 | -77 |
| K | 1722841135.163 | 46.698 | 155.025 | 60.960 | -83 | -85 | -82 | -75 | -87 | -73 | -76 | -72 |
| L | 1722840808.146 | 55.189 | 55.722 | 60.960 | -84 | -100 | -77 | -72 | -75 | -72 | -75 | -73 |
| M | 1722841167.156 | 46.698 | 93.795 | 60.960 | -85 | -75 | -83 | -70 | -82 | -74 | -75 | -70 |
| N | 1722841027.141 | 58.585 | 74.062 | 60.960 | -76 | -100 | -74 | -78 | -72 | -79 | -73 | -78 |
| O | 1722841235.146 | 45.849 | 86.934 | 60.960 | -76 | -72 | -82 | -74 | -75 | -76 | -67 | -76 |
| P | 1722840985.157 | 114.623 | 153.127 | 60.960 | -96 | -75 | -81 | -90 | -79 | -82 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841333.161
- **Target RSSI fingerprint:** [-81, -75, -77, -83, -75, -73, -74, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71750450587784,
179.25626754760742,
60.96
] | 16 |
17,022 | **[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 | 1731994344.228 | 91.699 | 100.735 | 51.816 | -77 | -84 | -89 | -73 | -89 | -76 | -71 | -86 |
| B | 1731994614.205 | 85.755 | 96.781 | 51.816 | -86 | -78 | -89 | -90 | -83 | -77 | -88 | -78 |
| C | 1731994651.216 | 58.585 | 17.464 | 51.816 | -94 | -81 | -85 | -78 | -79 | -81 | -75 | -84 |
| D | 1731994517.232 | 83.208 | 39.705 | 51.816 | -93 | -86 | -87 | -86 | -80 | -79 | -81 | -77 |
| E | 1731994245.231 | 58.585 | 8.347 | 51.816 | -80 | -67 | -81 | -81 | -85 | -73 | -75 | -79 |
| F | 1731994371.226 | 20.378 | 72.058 | 51.816 | -85 | -93 | -77 | -83 | -77 | -82 | -75 | -72 |
| G | 1731994254.229 | 67.925 | 15.128 | 51.816 | -100 | -90 | -76 | -82 | -85 | -71 | -79 | -72 |
| H | 1731994822.216 | 123.114 | 74.115 | 51.816 | -77 | -85 | -89 | -82 | -81 | -81 | -78 | -67 |
| I | 1731994816.220 | 108.680 | 88.487 | 51.816 | -84 | -86 | -88 | -80 | -77 | -80 | -78 | -64 |
| J | 1731994788.236 | 36.510 | 47.402 | 51.816 | -80 | -80 | -87 | -89 | -89 | -82 | -78 | -80 |
| K | 1731994444.202 | 81.510 | 28.797 | 51.816 | -94 | -86 | -83 | -79 | -72 | -76 | -73 | -76 |
| L | 1731994523.200 | 94.246 | 58.018 | 51.816 | -91 | -86 | -89 | -89 | -87 | -78 | -88 | -79 |
| M | 1731994834.252 | 99.340 | 44.403 | 51.816 | -85 | -78 | -82 | -78 | -73 | -69 | -72 | -79 |
| N | 1731994522.214 | 91.699 | 56.439 | 51.816 | -91 | -90 | -88 | -88 | -86 | -81 | -84 | -77 |
| O | 1731994266.223 | 37.359 | 32.234 | 51.816 | -76 | -84 | -84 | -94 | -85 | -85 | -84 | -79 |
| P | 1731994377.241 | 9.340 | 63.565 | 51.816 | -85 | -94 | -78 | -80 | -76 | -100 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994303.223
- **Target RSSI fingerprint:** [-83, -84, -76, -82, -78, -81, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.943755558074116,
80.7767915725708,
51.816
] | 16 |
14,850 | **[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 | 1722833800.160 | 106.982 | 40.607 | 60.960 | -82 | -81 | -100 | -85 | -80 | -81 | -72 | -78 |
| B | 1722833982.166 | 121.416 | 73.160 | 60.960 | -86 | -88 | -86 | -91 | -81 | -84 | -82 | -77 |
| C | 1722833872.154 | 100.189 | 36.122 | 60.960 | -85 | -87 | -75 | -86 | -79 | -77 | -85 | -87 |
| D | 1722833958.159 | 54.340 | 49.074 | 60.960 | -90 | -92 | -91 | -79 | -85 | -78 | -88 | -76 |
| E | 1722833600.182 | 121.416 | 52.591 | 60.960 | -100 | -79 | -78 | -83 | -79 | -82 | -69 | -76 |
| F | 1722833619.124 | 64.529 | 4.618 | 60.960 | -100 | -89 | -84 | -85 | -80 | -90 | -84 | -83 |
| G | 1722833628.465 | 28.868 | 33.800 | 60.960 | -100 | -96 | -84 | -74 | -75 | -87 | -83 | -77 |
| H | 1722833559.197 | 36.510 | 35.113 | 60.960 | -91 | -94 | -91 | -83 | -86 | -79 | -87 | -87 |
| I | 1722833763.147 | 59.434 | 54.276 | 60.960 | -88 | -99 | -88 | -78 | -86 | -80 | -82 | -79 |
| J | 1722833584.159 | 106.133 | 87.983 | 60.960 | -85 | -89 | -88 | -89 | -83 | -84 | -79 | -75 |
| K | 1722833604.184 | 105.284 | 38.564 | 60.960 | -100 | -80 | -100 | -81 | -81 | -78 | -70 | -80 |
| L | 1722833529.152 | 36.510 | 90.331 | 60.960 | -81 | -84 | -78 | -77 | -82 | -83 | -78 | -83 |
| M | 1722834000.146 | 95.095 | 29.288 | 60.960 | -78 | -82 | -82 | -81 | -82 | -80 | -71 | -79 |
| N | 1722833939.160 | 1.698 | 58.363 | 60.960 | -83 | -80 | -73 | -80 | -81 | -71 | -77 | -73 |
| O | 1722833971.150 | 101.888 | 91.075 | 60.960 | -82 | -83 | -80 | -82 | -74 | -79 | -83 | -76 |
| P | 1722833967.151 | 88.303 | 79.436 | 60.960 | -80 | -88 | -80 | -74 | -80 | -76 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833548.172
- **Target RSSI fingerprint:** [-90, -85, -88, -77, -86, -76, -87, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.88687578529502,
51.39617443084717,
60.96
] | 16 |
15,570 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000102.215 | 54.340 | 102.832 | 42.672 | -88 | -90 | -85 | -83 | -86 | -82 | -84 | -76 |
| B | 1731999977.213 | 36.510 | 115.466 | 42.672 | -88 | -85 | -90 | -77 | -77 | -80 | -81 | -75 |
| C | 1732000021.236 | 112.076 | 99.793 | 42.672 | -88 | -85 | -83 | -81 | -77 | -81 | -70 | -77 |
| D | 1731999599.224 | 45.849 | 133.991 | 42.672 | -81 | -82 | -88 | -83 | -73 | -80 | -80 | -73 |
| E | 1732000164.237 | 82.359 | 70.771 | 42.672 | -82 | -86 | -71 | -85 | -77 | -88 | -89 | -75 |
| F | 1732000157.234 | 106.982 | 90.040 | 42.672 | -81 | -86 | -67 | -81 | -77 | -80 | -72 | -75 |
| G | 1731999387.217 | 5.943 | 11.758 | 42.672 | -89 | -100 | -95 | -98 | -104 | -96 | -91 | -99 |
| H | 1731999682.224 | 24.623 | 134.230 | 42.672 | -84 | -79 | -79 | -73 | -74 | -72 | -73 | -74 |
| I | 1731999715.240 | 100.189 | 143.493 | 42.672 | -90 | -94 | -90 | -83 | -81 | -74 | -84 | -80 |
| J | 1731999867.225 | 89.152 | 188.280 | 42.672 | -90 | -93 | -84 | -76 | -88 | -81 | -82 | -87 |
| K | 1731999794.225 | 52.642 | 163.332 | 42.672 | -90 | -82 | -84 | -83 | -81 | -82 | -88 | -77 |
| L | 1731999840.220 | 135.001 | 139.817 | 42.672 | -86 | -87 | -89 | -87 | -88 | -78 | -86 | -80 |
| M | 1731999624.227 | 91.699 | 96.383 | 42.672 | -83 | -87 | -90 | -86 | -80 | -77 | -86 | -82 |
| N | 1731999743.217 | 120.567 | 102.129 | 42.672 | -87 | -86 | -79 | -76 | -81 | -79 | -65 | -75 |
| O | 1731999932.223 | 139.246 | 137.760 | 42.672 | -100 | -88 | -88 | -78 | -91 | -80 | -65 | -82 |
| P | 1731999784.235 | 21.227 | 133.327 | 42.672 | -89 | -84 | -86 | -80 | -81 | -82 | -84 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999560.237
- **Target RSSI fingerprint:** [-88, -82, -90, -100, -94, -79, -70, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13250626002625,
90.30492305755615,
42.672000000000004
] | 16 |
18,438 | **[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 | 1722841342.179 | 41.604 | 149.597 | 60.960 | -82 | -85 | -88 | -73 | -82 | -76 | -77 | -72 |
| B | 1722840948.166 | 20.378 | 114.921 | 60.960 | -78 | -74 | -79 | -85 | -71 | -73 | -72 | -78 |
| C | 1722840849.164 | 45.000 | 155.489 | 60.960 | -83 | -85 | -84 | -75 | -84 | -76 | -77 | -74 |
| D | 1722841447.167 | 26.321 | 23.144 | 60.960 | -90 | -72 | -82 | -73 | -85 | -71 | -82 | -78 |
| E | 1722841357.162 | 16.132 | 120.415 | 60.960 | -83 | -81 | -84 | -79 | -81 | -82 | -81 | -83 |
| F | 1722840858.163 | 55.189 | 148.708 | 60.960 | -79 | -79 | -85 | -74 | -76 | -75 | -75 | -71 |
| G | 1722840855.170 | 48.397 | 156.909 | 60.960 | -87 | -100 | -84 | -83 | -82 | -81 | -81 | -75 |
| H | 1722841181.151 | 99.340 | 140.799 | 60.960 | -83 | -83 | -78 | -83 | -75 | -85 | -71 | -71 |
| I | 1722841349.191 | 15.283 | 126.692 | 60.960 | -80 | -83 | -76 | -75 | -76 | -71 | -77 | -74 |
| J | 1722841240.159 | 27.170 | 106.999 | 60.960 | -80 | -82 | -86 | -79 | -71 | -75 | -67 | -79 |
| K | 1722840939.164 | 12.736 | 125.684 | 60.960 | -76 | -79 | -79 | -71 | -72 | -67 | -73 | -72 |
| L | 1722841362.185 | 32.264 | 102.739 | 60.960 | -84 | -73 | -70 | -86 | -75 | -73 | -70 | -75 |
| M | 1722841272.168 | 64.529 | 138.184 | 60.960 | -75 | -76 | -79 | -72 | -69 | -71 | -69 | -66 |
| N | 1722841056.157 | 46.698 | 156.192 | 60.960 | -82 | -85 | -85 | -74 | -80 | -77 | -80 | -74 |
| O | 1722841387.152 | 101.888 | 144.700 | 60.960 | -85 | -84 | -78 | -84 | -76 | -87 | -74 | -74 |
| P | 1722841127.159 | 76.416 | 181.552 | 60.960 | -84 | -81 | -77 | -74 | -79 | -88 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841146.159
- **Target RSSI fingerprint:** [-75, -75, -72, -72, -72, -68, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.886875716844202,
124.48941707611084,
60.96
] | 16 |
18,160 | **[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 | 1731999875.223 | 54.340 | 155.011 | 42.672 | -93 | -90 | -88 | -90 | -81 | -72 | -90 | -83 |
| B | 1731999850.221 | 109.529 | 185.865 | 42.672 | -91 | -87 | -89 | -81 | -83 | -87 | -80 | -79 |
| C | 1731999674.240 | 33.113 | 143.453 | 42.672 | -89 | -89 | -78 | -93 | -78 | -76 | -88 | -86 |
| D | 1731999642.213 | 84.057 | 153.552 | 42.672 | -85 | -88 | -90 | -74 | -80 | -82 | -75 | -73 |
| E | 1731999866.239 | 93.397 | 193.588 | 42.672 | -81 | -81 | -80 | -86 | -76 | -76 | -81 | -72 |
| F | 1731999787.254 | 27.170 | 141.449 | 42.672 | -91 | -89 | -86 | -79 | -87 | -81 | -78 | -86 |
| G | 1731999920.227 | 123.114 | 160.678 | 42.672 | -86 | -90 | -83 | -82 | -80 | -78 | -84 | -66 |
| H | 1731999750.201 | 94.246 | 80.909 | 42.672 | -100 | -80 | -65 | -76 | -70 | -79 | -73 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000058.222
- **Target RSSI fingerprint:** [-91, -90, -90, -87, -86, -87, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.5856356072667,
195.37977695465088,
42.672000000000004
] | 8 |
5,485 | **[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 | 1722841191.179 | 115.473 | 150.884 | 60.960 | -100 | -81 | -80 | -73 | -100 | -85 | -73 | -72 |
| B | 1722841446.183 | 29.717 | 26.249 | 60.960 | -82 | -91 | -81 | -85 | -70 | -73 | -83 | -79 |
| C | 1722841001.162 | 134.152 | 114.576 | 60.960 | -82 | -85 | -81 | -88 | -72 | -73 | -89 | -74 |
| D | 1722840900.153 | 118.869 | 142.829 | 60.960 | -84 | -85 | -82 | -85 | -80 | -77 | -72 | -76 |
| E | 1722841102.162 | 131.605 | 124.848 | 60.960 | -75 | -83 | -81 | -82 | -82 | -85 | -80 | -82 |
| F | 1722841151.151 | 14.434 | 121.968 | 60.960 | -83 | -81 | -90 | -73 | -83 | -80 | -78 | -77 |
| G | 1722841132.147 | 57.736 | 164.898 | 60.960 | -86 | -83 | -81 | -82 | -85 | -75 | -77 | -75 |
| H | 1722840886.172 | 128.208 | 111.644 | 60.960 | -83 | -81 | -81 | -75 | -81 | -83 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841220.193
- **Target RSSI fingerprint:** [-80, -82, -74, -79, -66, -71, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281726189362,
69.0723180770874,
60.96
] | 8 |
37,195 | **[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 | 1724128620.110 | 42.454 | 63.645 | 51.816 | -86 | -81 | -87 | -81 | -81 | -87 | -80 | -68 |
| B | 1724128652.142 | 102.739 | 27.005 | 51.816 | -91 | -79 | -85 | -78 | -77 | -84 | -73 | -85 |
| C | 1724128991.161 | 6.793 | 111.524 | 51.816 | -100 | -81 | -79 | -83 | -82 | -81 | -81 | -66 |
| D | 1724128871.158 | 96.796 | 88.062 | 51.816 | -84 | -100 | -81 | -82 | -82 | -72 | -73 | -73 |
| E | 1724128952.130 | 88.305 | 17.756 | 51.816 | -84 | -80 | -82 | -81 | -85 | -82 | -77 | -69 |
| F | 1724128953.129 | 83.210 | 15.487 | 51.816 | -85 | -80 | -78 | -81 | -87 | -80 | -81 | -64 |
| G | 1724128740.150 | 125.665 | 69.550 | 51.816 | -85 | -77 | -100 | -78 | -76 | -77 | -66 | -76 |
| H | 1724128611.130 | 28.869 | 54.727 | 51.816 | -77 | -81 | -68 | -80 | -73 | -82 | -77 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128823.142
- **Target RSSI fingerprint:** [-76, -75, -100, -76, -84, -83, -68, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.00311640865924,
44.097466468811035,
51.816
] | 8 |
1,675 | **[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 | 1722833463.142 | 48.397 | 82.648 | 60.960 | -92 | -86 | -88 | -82 | -85 | -72 | -75 | -82 |
| B | 1722833454.166 | 36.510 | 91.592 | 60.960 | -91 | -86 | -83 | -83 | -81 | -85 | -83 | -78 |
| C | 1722833420.152 | 64.529 | 10.656 | 60.960 | -91 | -85 | -80 | -95 | -81 | -85 | -93 | -82 |
| D | 1722833404.163 | 62.831 | 7.484 | 60.960 | -94 | -100 | -85 | -87 | -79 | -98 | -84 | -85 |
| E | 1722833451.175 | 28.019 | 83.856 | 60.960 | -82 | -82 | -100 | -85 | -84 | -78 | -84 | -77 |
| F | 1722833907.150 | 77.265 | 118.425 | 60.960 | -87 | -85 | -80 | -81 | -87 | -78 | -83 | -83 |
| G | 1722833757.164 | 37.359 | 34.370 | 60.960 | -89 | -89 | -89 | -98 | -85 | -80 | -86 | -79 |
| H | 1722833705.161 | 93.397 | 99.289 | 60.960 | -77 | -79 | -78 | -82 | -75 | -88 | -75 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833800.160
- **Target RSSI fingerprint:** [-90, -100, -72, -81, -80, -81, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98188206765519,
40.607357025146484,
60.96
] | 8 |
30,041 | **[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 | 1723691453.132 | 208.026 | 62.729 | 51.816 | -85 | -86 | -75 | -81 | -86 | -77 | -74 | -75 |
| B | 1723691689.145 | 117.174 | 63.857 | 51.816 | -77 | -78 | -100 | -76 | -83 | -69 | -81 | -67 |
| C | 1723691679.135 | 139.250 | 21.020 | 51.816 | -80 | -77 | -100 | -84 | -77 | -68 | -81 | -68 |
| D | 1723691497.175 | 130.759 | 77.048 | 51.816 | -100 | -80 | -100 | -100 | -77 | -85 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691651.150
- **Target RSSI fingerprint:** [-83, -87, -80, -79, -88, -79, -79, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
216.51690723447246,
71.44771575927734,
51.816
] | 4 |
27,909 | **[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 | 1725937822.143 | 97.643 | 10.789 | 30.480 | -84 | -80 | -84 | -81 | -77 | -74 | -78 | -71 |
| B | 1725937249.128 | 39.906 | 4.711 | 30.480 | -95 | -96 | -96 | -95 | -90 | -100 | -88 | -86 |
| C | 1725937681.176 | 7.642 | 69.510 | 30.480 | -68 | -68 | -71 | -72 | -59 | -62 | -46 | -56 |
| D | 1725938106.161 | 26.321 | 13.615 | 30.480 | -79 | -81 | -81 | -84 | -79 | -84 | -72 | -73 |
| E | 1725937667.141 | 0.849 | 21.047 | 30.480 | -75 | -66 | -73 | -68 | -75 | -72 | -76 | -57 |
| F | 1725937917.150 | 15.283 | 113.993 | 30.480 | -69 | -71 | -70 | -71 | -66 | -68 | -50 | -65 |
| G | 1725937626.137 | 61.982 | 76.544 | 30.480 | -79 | -72 | -79 | -78 | -82 | -68 | -84 | -77 |
| H | 1725937965.144 | 102.737 | 21.312 | 30.480 | -79 | -100 | -81 | -82 | -78 | -60 | -75 | -73 |
| I | 1725938054.153 | 97.643 | 21.737 | 30.480 | -86 | -100 | -83 | -83 | -82 | -62 | -83 | -75 |
| J | 1725938091.158 | 57.737 | 29.128 | 30.480 | -84 | -100 | -83 | -86 | -85 | -74 | -81 | -72 |
| K | 1725938109.180 | 11.038 | 17.092 | 30.480 | -87 | -82 | -84 | -85 | -78 | -83 | -75 | -59 |
| L | 1725938005.161 | 1.698 | 24.895 | 30.480 | -65 | -60 | -64 | -63 | -70 | -100 | -77 | -60 |
| M | 1725937711.147 | 64.529 | 84.227 | 30.480 | -81 | -75 | -79 | -78 | -81 | -65 | -80 | -74 |
| N | 1725938238.144 | 0.849 | 22.812 | 30.480 | -75 | -63 | -74 | -67 | -78 | -100 | -64 | -62 |
| O | 1725938210.140 | 35.661 | 51.250 | 30.480 | -69 | -66 | -70 | -67 | -74 | -64 | -78 | -74 |
| P | 1725938142.147 | 17.830 | 117.867 | 30.480 | -71 | -70 | -67 | -70 | -65 | -66 | -49 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937846.149
- **Target RSSI fingerprint:** [-87, -80, -82, -82, -75, -74, -70, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.35959663725467,
57.1820592880249,
30.48
] | 16 |
4,414 | **[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 | 1722841005.171 | 118.869 | 101.280 | 60.960 | -100 | -82 | -90 | -79 | -80 | -78 | -73 | -73 |
| B | 1722841255.180 | 27.170 | 140.029 | 60.960 | -76 | -80 | -72 | -83 | -74 | -81 | -71 | -84 |
| C | 1722840972.159 | 84.057 | 128.696 | 60.960 | -81 | -74 | -82 | -76 | -75 | -72 | -74 | -81 |
| D | 1722841087.173 | 108.680 | 96.316 | 60.960 | -77 | -87 | -87 | -85 | -78 | -83 | -82 | -84 |
| E | 1722841229.167 | 66.227 | 64.467 | 60.960 | -63 | -79 | -79 | -89 | -78 | -86 | -79 | -78 |
| F | 1722841404.177 | 135.850 | 119.871 | 60.960 | -85 | -84 | -92 | -74 | -78 | -71 | -74 | -73 |
| G | 1722840579.130 | 2.547 | 0.332 | 60.960 | -100 | -82 | -91 | -97 | -100 | -94 | -92 | -75 |
| H | 1722840617.161 | 2.547 | 2.349 | 60.960 | -83 | -69 | -92 | -80 | -100 | -74 | -82 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840809.162
- **Target RSSI fingerprint:** [-64, -100, -72, -77, -74, -75, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.43437858422101,
58.84085655212402,
60.96
] | 8 |
18,750 | **[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 | 1723009830.155 | 86.604 | 34.994 | 60.960 | -82 | -84 | -71 | -80 | -86 | -80 | -69 | -80 |
| B | 1723010192.160 | 11.038 | 64.162 | 60.960 | -76 | -87 | -84 | -74 | -78 | -74 | -69 | -76 |
| C | 1723010217.148 | 74.717 | 85.514 | 60.960 | -78 | -85 | -69 | -83 | -71 | -83 | -75 | -100 |
| D | 1723009759.151 | 200.379 | 16.429 | 60.960 | -84 | -83 | -100 | -81 | -77 | -86 | -81 | -76 |
| E | 1723010164.145 | 107.831 | 43.129 | 60.960 | -85 | -77 | -77 | -71 | -88 | -70 | -85 | -69 |
| F | 1723010570.148 | 196.982 | 1.699 | 60.960 | -86 | -95 | -102 | -102 | -82 | -100 | -100 | -96 |
| G | 1723010215.147 | 64.529 | 85.302 | 60.960 | -77 | -86 | -76 | -87 | -71 | -85 | -75 | -100 |
| H | 1723009796.154 | 151.133 | 30.230 | 60.960 | -76 | -79 | -80 | -83 | -70 | -82 | -78 | -80 |
| I | 1723009936.151 | 122.265 | 46.340 | 60.960 | -100 | -67 | -75 | -70 | -100 | -68 | -85 | -63 |
| J | 1723010025.146 | 158.775 | 11.147 | 60.960 | -74 | -82 | -78 | -77 | -72 | -78 | -83 | -67 |
| K | 1723009945.162 | 78.114 | 45.159 | 60.960 | -81 | -74 | -77 | -78 | -83 | -70 | -80 | -67 |
| L | 1723009626.148 | 202.926 | 3.623 | 60.960 | -95 | -91 | -87 | -93 | -91 | -96 | -100 | -81 |
| M | 1723009765.162 | 179.152 | 39.824 | 60.960 | -85 | -79 | -100 | -83 | -79 | -83 | -76 | -80 |
| N | 1723009859.151 | 6.792 | 81.746 | 60.960 | -100 | -84 | -81 | -81 | -86 | -79 | -69 | -79 |
| O | 1723010013.144 | 135.850 | 71.872 | 60.960 | -78 | -77 | -82 | -79 | -72 | -72 | -76 | -76 |
| P | 1723010343.142 | 67.076 | 8.228 | 60.960 | -76 | -84 | -82 | -80 | -79 | -78 | -75 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010056.153
- **Target RSSI fingerprint:** [-77, -77, -68, -78, -80, -74, -68, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05715928344942,
42.55810260772705,
60.96
] | 16 |
35,817 | **[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 | 1723693462.150 | 179.157 | 30.801 | 60.960 | -80 | -84 | -83 | -75 | -79 | -82 | -74 | -80 |
| B | 1723693201.174 | 129.061 | 40.660 | 60.960 | -100 | -100 | -80 | -77 | -76 | -80 | -71 | -75 |
| C | 1723693261.158 | 180.006 | 33.242 | 60.960 | -80 | -82 | -81 | -80 | -79 | -84 | -72 | -80 |
| D | 1723693569.150 | 201.233 | 132.292 | 60.960 | -79 | -82 | -80 | -79 | -78 | -68 | -78 | -80 |
| E | 1723693663.143 | 173.214 | 26.700 | 60.960 | -78 | -84 | -81 | -78 | -78 | -83 | -74 | -82 |
| F | 1723693151.143 | 225.008 | 84.479 | 60.960 | -73 | -63 | -73 | -100 | -79 | -72 | -76 | -68 |
| G | 1723693170.157 | 196.139 | 125.657 | 60.960 | -79 | -78 | -82 | -78 | -76 | -69 | -76 | -78 |
| H | 1723693303.140 | 146.043 | 85.395 | 60.960 | -80 | -73 | -81 | -77 | -78 | -81 | -76 | -65 |
| I | 1723693665.141 | 166.421 | 19.600 | 60.960 | -79 | -85 | -82 | -76 | -78 | -84 | -71 | -79 |
| J | 1723693057.175 | 93.399 | 31.637 | 60.960 | -77 | -100 | -78 | -72 | -75 | -76 | -78 | -73 |
| K | 1723693106.146 | 157.081 | 94.087 | 60.960 | -73 | -72 | -77 | -72 | -72 | -68 | -74 | -66 |
| L | 1723693115.147 | 163.874 | 91.990 | 60.960 | -79 | -83 | -82 | -79 | -79 | -78 | -78 | -78 |
| M | 1723693550.147 | 225.857 | 83.789 | 60.960 | -77 | -70 | -78 | -100 | -74 | -69 | -77 | -77 |
| N | 1723693526.140 | 185.950 | 42.213 | 60.960 | -100 | -80 | -74 | -78 | -76 | -79 | -70 | -83 |
| O | 1723693299.159 | 130.759 | 71.169 | 60.960 | -81 | -76 | -77 | -76 | -77 | -83 | -76 | -65 |
| P | 1723693543.158 | 224.159 | 78.441 | 60.960 | -78 | -62 | -79 | -74 | -77 | -72 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693577.137
- **Target RSSI fingerprint:** [-84, -76, -82, -75, -76, -78, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
167.26991938515425,
102.84543037414551,
60.96
] | 16 |
43,828 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698100.161 | 27.171 | 31.278 | 51.816 | -74 | -100 | -75 | -73 | -67 | -80 | -76 | -70 |
| B | 1723698257.166 | 55.191 | 64.905 | 51.816 | -84 | -78 | -78 | -82 | -82 | -75 | -74 | -68 |
| C | 1723698217.156 | 120.570 | 53.281 | 51.816 | -84 | -74 | -78 | -85 | -76 | -76 | -76 | -100 |
| D | 1723698103.144 | 33.963 | 16.721 | 51.816 | -80 | -81 | -77 | -71 | -80 | -100 | -82 | -73 |
| E | 1723697963.146 | 122.268 | 48.702 | 51.816 | -80 | -81 | -82 | -80 | -81 | -70 | -80 | -76 |
| F | 1723697800.169 | 8.491 | 60.672 | 51.816 | -94 | -83 | -100 | -92 | -93 | -94 | -100 | -69 |
| G | 1723698002.152 | 19.529 | 46.207 | 51.816 | -77 | -75 | -76 | -65 | -77 | -74 | -100 | -64 |
| H | 1723698036.149 | 106.136 | 80.206 | 51.816 | -74 | -73 | -73 | -100 | -69 | -73 | -68 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698371.136
- **Target RSSI fingerprint:** [-77, -75, -100, -81, -81, -73, -74, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68143831928927,
73.6107873916626,
51.816
] | 8 |
6,226 | **[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 | 1722839339.175 | 81.510 | 72.125 | 51.816 | -88 | -92 | -73 | -82 | -79 | -87 | -84 | -84 |
| B | 1722838821.172 | 106.133 | 167.884 | 51.816 | -73 | -79 | -83 | -86 | -83 | -82 | -77 | -74 |
| C | 1722838885.155 | 82.359 | 125.883 | 51.816 | -82 | -83 | -85 | -86 | -88 | -66 | -79 | -78 |
| D | 1722839043.162 | 77.265 | 180.132 | 51.816 | -86 | -79 | -87 | -78 | -85 | -81 | -80 | -74 |
| E | 1722838904.175 | 125.661 | 139.020 | 51.816 | -79 | -72 | -84 | -88 | -85 | -82 | -69 | -70 |
| F | 1722838765.184 | 49.246 | 159.709 | 51.816 | -92 | -87 | -86 | -86 | -78 | -67 | -82 | -87 |
| G | 1722838841.152 | 62.831 | 167.419 | 51.816 | -86 | -80 | -87 | -77 | -85 | -77 | -80 | -74 |
| H | 1722839203.181 | 105.284 | 91.327 | 51.816 | -70 | -80 | -76 | -82 | -75 | -67 | -71 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838945.170
- **Target RSSI fingerprint:** [-80, -89, -81, -83, -69, -84, -82, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84937800168231,
88.67266654968262,
51.816
] | 8 |
27,206 | **[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 | 1725937640.131 | 54.340 | 33.999 | 30.480 | -79 | -84 | -77 | -84 | -81 | -64 | -76 | -67 |
| B | 1725937776.167 | 5.943 | 46.287 | 30.480 | -75 | -78 | -74 | -79 | -78 | -71 | -69 | -67 |
| C | 1725937736.154 | 105.284 | 39.373 | 30.480 | -71 | -85 | -76 | -84 | -84 | -61 | -80 | -74 |
| D | 1725938171.156 | 82.360 | 69.776 | 30.480 | -62 | -79 | -100 | -80 | -81 | -67 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938277.171
- **Target RSSI fingerprint:** [-75, -86, -75, -81, -83, -83, -80, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52916849929233,
5.706262588500977,
30.48
] | 4 |
8,261 | **[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 | 1723003056.136 | 135.001 | 10.391 | 51.816 | -84 | -82 | -77 | -100 | -69 | -68 | -73 | -77 |
| B | 1723003394.145 | 129.057 | 46.486 | 51.816 | -83 | -72 | -79 | -78 | -82 | -86 | -76 | -78 |
| C | 1723003155.157 | 93.397 | 10.948 | 51.816 | -80 | -77 | -78 | -76 | -78 | -84 | -71 | -67 |
| D | 1723003115.156 | 4.245 | 85.342 | 51.816 | -87 | -83 | -84 | -91 | -88 | -72 | -88 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002875.154
- **Target RSSI fingerprint:** [-84, -90, -76, -75, -86, -89, -73, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497731347383,
91.85755729675293,
51.816
] | 4 |
31,774 | **[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 | 1724123603.136 | 17.831 | 30.389 | 60.960 | -78 | -76 | -69 | -79 | -100 | -77 | -63 | -75 |
| B | 1724123262.139 | 106.136 | 42.651 | 60.960 | -77 | -83 | -80 | -70 | -70 | -72 | -81 | -64 |
| C | 1724123541.137 | 78.965 | 25.386 | 60.960 | -100 | -83 | -85 | -74 | -70 | -77 | -82 | -64 |
| D | 1724123599.155 | 26.322 | 12.010 | 60.960 | -74 | -80 | -81 | -77 | -77 | -78 | -74 | -77 |
| E | 1724123583.138 | 16.982 | 30.429 | 60.960 | -100 | -77 | -72 | -79 | -87 | -76 | -69 | -79 |
| F | 1724123169.134 | 102.739 | 67.374 | 60.960 | -77 | -72 | -80 | -74 | -73 | -75 | -82 | -70 |
| G | 1724123552.125 | 64.531 | 39.002 | 60.960 | -100 | -81 | -82 | -77 | -73 | -79 | -82 | -66 |
| H | 1724123587.141 | 25.473 | 12.514 | 60.960 | -75 | -80 | -79 | -78 | -82 | -77 | -81 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123269.129
- **Target RSSI fingerprint:** [-75, -82, -84, -76, -80, -78, -83, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53207321657369,
45.13255596160889,
60.96
] | 8 |
5,301 | **[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 | 1723003313.149 | 68.774 | 90.239 | 51.816 | -88 | -78 | -85 | -86 | -85 | -90 | -72 | -73 |
| B | 1723003284.151 | 108.680 | 7.591 | 51.816 | -79 | -78 | -78 | -86 | -78 | -76 | -84 | -71 |
| C | 1723003135.149 | 24.623 | 12.965 | 51.816 | -77 | -83 | -73 | -72 | -75 | -71 | -70 | -73 |
| D | 1723002907.162 | 11.887 | 53.944 | 51.816 | -81 | -100 | -83 | -74 | -77 | -73 | -69 | -80 |
| E | 1723003348.180 | 17.830 | 35.180 | 51.816 | -79 | -83 | -83 | -76 | -75 | -75 | -70 | -77 |
| F | 1723003360.153 | 30.566 | 9.289 | 51.816 | -83 | -100 | -80 | -79 | -77 | -77 | -77 | -69 |
| G | 1723003112.171 | 8.491 | 86.403 | 51.816 | -87 | -87 | -89 | -88 | -88 | -71 | -84 | -74 |
| H | 1723003168.152 | 133.303 | 13.403 | 51.816 | -85 | -77 | -84 | -82 | -84 | -80 | -81 | -85 |
| I | 1723003351.154 | 22.925 | 20.038 | 51.816 | -77 | -84 | -86 | -73 | -83 | -74 | -71 | -77 |
| J | 1723002849.155 | 91.699 | 8.493 | 51.816 | -79 | -77 | -79 | -85 | -78 | -76 | -82 | -78 |
| K | 1723002965.164 | 123.963 | 50.056 | 51.816 | -85 | -84 | -85 | -86 | -84 | -100 | -84 | -82 |
| L | 1723002806.149 | 107.831 | 62.782 | 51.816 | -82 | -70 | -81 | -80 | -76 | -74 | -70 | -75 |
| M | 1723003232.176 | 32.264 | 90.066 | 51.816 | -100 | -80 | -87 | -77 | -84 | -83 | -67 | -78 |
| N | 1723002848.145 | 96.793 | 8.758 | 51.816 | -79 | -76 | -82 | -86 | -78 | -75 | -82 | -70 |
| O | 1723003149.136 | 64.529 | 10.139 | 51.816 | -84 | -84 | -81 | -76 | -86 | -82 | -71 | -64 |
| P | 1723003486.154 | 97.642 | 49.379 | 51.816 | -86 | -82 | -85 | -80 | -84 | -100 | -71 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003403.137
- **Target RSSI fingerprint:** [-75, -79, -79, -88, -78, -81, -84, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17058586574235,
48.8880729675293,
51.816
] | 16 |
42,464 | **[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 | 1724127140.147 | 123.967 | 69.019 | 42.672 | -84 | -87 | -85 | -92 | -84 | -90 | -80 | -88 |
| B | 1724126983.165 | 101.041 | 21.777 | 42.672 | -86 | -89 | -93 | -89 | -86 | -100 | -79 | -75 |
| C | 1724127099.150 | 47.549 | 63.207 | 42.672 | -82 | -85 | -78 | -100 | -84 | -74 | -81 | -64 |
| D | 1724126865.154 | 98.494 | 22.772 | 42.672 | -84 | -85 | -90 | -84 | -100 | -89 | -73 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126645.133
- **Target RSSI fingerprint:** [-100, -79, -77, -100, -76, -70, -62, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019838251466226,
53.74503135681152,
42.672000000000004
] | 4 |
9,791 | **[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 | 1731994682.226 | 25.472 | 92.468 | 51.816 | -100 | -96 | -86 | -86 | -87 | -82 | -88 | -74 |
| B | 1731994968.195 | 76.416 | 2.959 | 51.816 | -100 | -94 | -94 | -88 | -101 | -96 | -99 | -91 |
| C | 1731994764.212 | 16.981 | 73.319 | 51.816 | -84 | -91 | -78 | -82 | -83 | -88 | -77 | -71 |
| D | 1731994431.219 | 121.416 | 72.934 | 51.816 | -84 | -84 | -86 | -83 | -83 | -87 | -80 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994442.213
- **Target RSSI fingerprint:** [-73, -88, -81, -69, -77, -67, -69, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15157222662971,
35.564613342285156,
51.816
] | 4 |
27,308 | **[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 | 1725940770.156 | 97.643 | 2.548 | 51.816 | -75 | -100 | -81 | -75 | -76 | -70 | -74 | -71 |
| B | 1725941234.164 | 37.359 | 25.200 | 51.816 | -86 | -84 | -83 | -78 | -78 | -76 | -78 | -73 |
| C | 1725940878.149 | 49.246 | 105.274 | 51.816 | -100 | -65 | -76 | -70 | -75 | -77 | -69 | -67 |
| D | 1725941365.146 | 59.435 | 24.099 | 51.816 | -78 | -85 | -83 | -78 | -74 | -75 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940902.159
- **Target RSSI fingerprint:** [-81, -84, -75, -81, -79, -80, -79, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28443724796047,
42.624454498291016,
51.816
] | 4 |
18,101 | **[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 | 1722838950.160 | 28.019 | 107.397 | 51.816 | -83 | -86 | -82 | -79 | -74 | -86 | -81 | -71 |
| B | 1722839310.167 | 114.623 | 152.742 | 51.816 | -76 | -80 | -85 | -89 | -76 | -84 | -77 | -78 |
| C | 1722838816.155 | 118.869 | 146.651 | 51.816 | -82 | -86 | -80 | -94 | -74 | -77 | -85 | -71 |
| D | 1722839081.161 | 49.246 | 95.268 | 51.816 | -84 | -83 | -77 | -71 | -82 | -75 | -73 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839246.177
- **Target RSSI fingerprint:** [-71, -67, -77, -86, -83, -74, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81188022515069,
182.40134716033936,
51.816
] | 4 |
35,120 | **[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 | 1723691280.138 | 138.401 | 35.458 | 51.816 | -80 | -81 | -82 | -100 | -81 | -66 | -78 | -69 |
| B | 1723691551.157 | 219.913 | 105.911 | 51.816 | -84 | -83 | -71 | -67 | -79 | -76 | -72 | -73 |
| C | 1723691349.144 | 223.310 | 99.966 | 51.816 | -83 | -80 | -71 | -67 | -81 | -72 | -72 | -72 |
| D | 1723691752.152 | 218.215 | 114.470 | 51.816 | -81 | -82 | -70 | -68 | -81 | -76 | -72 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691539.144
- **Target RSSI fingerprint:** [-84, -80, -79, -70, -80, -82, -75, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
220.76233678808958,
84.65174198150635,
51.816
] | 4 |
26,613 | **[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 | 1725941327.148 | 26.321 | 65.410 | 51.816 | -78 | -74 | -78 | -78 | -78 | -78 | -73 | -71 |
| B | 1725940893.147 | 104.435 | 55.258 | 51.816 | -74 | -74 | -73 | -71 | -73 | -79 | -78 | -61 |
| C | 1725941066.138 | 20.378 | 129.227 | 51.816 | -71 | -79 | -79 | -73 | -76 | -73 | -79 | -71 |
| D | 1725940853.158 | 9.340 | 71.886 | 51.816 | -78 | -76 | -78 | -71 | -76 | -76 | -78 | -74 |
| E | 1725941319.149 | 62.831 | 48.264 | 51.816 | -78 | -73 | -77 | -78 | -75 | -73 | -76 | -67 |
| F | 1725940944.157 | 3.396 | 40.209 | 51.816 | -77 | -76 | -78 | -77 | -72 | -72 | -75 | -64 |
| G | 1725940880.152 | 56.888 | 98.426 | 51.816 | -79 | -77 | -81 | -73 | -78 | -82 | -78 | -68 |
| H | 1725940823.167 | 53.491 | 21.817 | 51.816 | -79 | -74 | -78 | -76 | -75 | -75 | -71 | -65 |
| I | 1725941289.148 | 77.265 | 80.206 | 51.816 | -79 | -79 | -78 | -77 | -77 | -79 | -77 | -65 |
| J | 1725941490.147 | 28.868 | 18.778 | 51.816 | -100 | -100 | -77 | -100 | -100 | -85 | -100 | -100 |
| K | 1725940920.134 | 57.737 | 53.838 | 51.816 | -78 | -74 | -77 | -76 | -72 | -77 | -77 | -68 |
| L | 1725941311.149 | 101.888 | 31.451 | 51.816 | -78 | -80 | -73 | -83 | -71 | -74 | -72 | -75 |
| M | 1725940987.154 | 108.681 | 49.207 | 51.816 | -76 | -76 | -74 | -73 | -75 | -69 | -66 | -63 |
| N | 1725940832.175 | 34.812 | 23.635 | 51.816 | -83 | -72 | -77 | -76 | -74 | -68 | -67 | -73 |
| O | 1725940973.165 | 96.794 | 14.305 | 51.816 | -81 | -100 | -74 | -76 | -73 | -67 | -64 | -69 |
| P | 1725941206.155 | 67.925 | 87.266 | 51.816 | -80 | -79 | -77 | -85 | -79 | -79 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941252.127
- **Target RSSI fingerprint:** [-80, -75, -100, -72, -76, -73, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.2453402116113095,
52.0862340927124,
51.816
] | 16 |
18,706 | **[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 | 1722833616.210 | 67.076 | 6.197 | 60.960 | -86 | -84 | -82 | -76 | -82 | -83 | -80 | -84 |
| B | 1722833488.155 | 121.416 | 57.169 | 60.960 | -74 | -77 | -80 | -75 | -62 | -77 | -74 | -77 |
| C | 1722833766.148 | 70.472 | 64.759 | 60.960 | -89 | -89 | -76 | -78 | -88 | -78 | -76 | -83 |
| D | 1722833619.124 | 64.529 | 4.618 | 60.960 | -100 | -89 | -90 | -84 | -84 | -85 | -83 | -80 |
| E | 1722833927.156 | 20.378 | 75.376 | 60.960 | -85 | -85 | -90 | -81 | -86 | -78 | -82 | -86 |
| F | 1722833872.154 | 100.189 | 36.122 | 60.960 | -85 | -87 | -77 | -85 | -75 | -86 | -87 | -79 |
| G | 1722833114.169 | 66.227 | 2.628 | 60.960 | -90 | -105 | -100 | -90 | -90 | -100 | -107 | -85 |
| H | 1722834094.161 | 65.378 | 1.380 | 60.960 | -81 | -95 | -101 | -82 | -82 | -96 | -90 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833547.144
- **Target RSSI fingerprint:** [-89, -82, -78, -88, -84, -77, -74, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490625560925015,
54.382009506225586,
60.96
] | 8 |
44,664 | **[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 | 1724130337.124 | 139.250 | 55.576 | 60.960 | -77 | -79 | -77 | -74 | -80 | -67 | -79 | -79 |
| B | 1724130364.124 | 59.436 | 2.004 | 60.960 | -80 | -81 | -84 | -83 | -78 | -70 | -71 | -64 |
| C | 1724130229.124 | 96.796 | 37.369 | 60.960 | -77 | -74 | -76 | -82 | -84 | -74 | -75 | -68 |
| D | 1724130194.131 | 40.756 | 30.947 | 60.960 | -82 | -84 | -81 | -77 | -79 | -80 | -68 | -70 |
| E | 1724130009.127 | 45.002 | 27.536 | 60.960 | -100 | -81 | -79 | -74 | -76 | -77 | -71 | -68 |
| F | 1724129799.138 | 35.662 | 61.628 | 60.960 | -77 | -76 | -77 | -79 | -100 | -79 | -82 | -72 |
| G | 1724130326.116 | 124.816 | 66.352 | 60.960 | -82 | -83 | -76 | -74 | -73 | -72 | -72 | -74 |
| H | 1724130187.128 | 55.191 | 1.407 | 60.960 | -80 | -86 | -83 | -81 | -84 | -79 | -79 | -75 |
| I | 1724130158.133 | 147.741 | 44.164 | 60.960 | -78 | -76 | -78 | -83 | -81 | -72 | -78 | -79 |
| J | 1724129968.135 | 135.854 | 60.619 | 60.960 | -80 | -77 | -78 | -75 | -84 | -73 | -84 | -83 |
| K | 1724130327.135 | 128.212 | 68.329 | 60.960 | -84 | -84 | -85 | -79 | -76 | -74 | -76 | -76 |
| L | 1724129986.208 | 106.985 | 24.431 | 60.960 | -78 | -78 | -81 | -86 | -78 | -74 | -74 | -69 |
| M | 1724130271.101 | 115.476 | 97.179 | 60.960 | -78 | -78 | -84 | -85 | -80 | -77 | -77 | -68 |
| N | 1724129822.154 | 53.492 | 17.543 | 60.960 | -82 | -86 | -81 | -77 | -76 | -81 | -71 | -66 |
| O | 1724130322.136 | 106.136 | 57.686 | 60.960 | -85 | -83 | -80 | -82 | -72 | -75 | -75 | -76 |
| P | 1724130081.116 | 122.268 | 88.567 | 60.960 | -100 | -82 | -82 | -83 | -72 | -82 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130056.125
- **Target RSSI fingerprint:** [-81, -84, -81, -83, -81, -73, -71, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98483527961237,
23.833599090576172,
60.96
] | 16 |
23,900 | **[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 | 1725937977.148 | 71.322 | 33.893 | 30.480 | -100 | -76 | -85 | -79 | -60 | -82 | -75 | -75 |
| B | 1725937682.154 | 7.642 | 70.147 | 30.480 | -68 | -100 | -81 | -75 | -64 | -60 | -47 | -61 |
| C | 1725937248.131 | 39.057 | 4.313 | 30.480 | -95 | -84 | -95 | -92 | -100 | -90 | -90 | -85 |
| D | 1725937721.160 | 79.812 | 70.930 | 30.480 | -84 | -76 | -82 | -85 | -67 | -82 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938215.142
- **Target RSSI fingerprint:** [-65, -73, -73, -69, -63, -60, -51, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585088105114172,
62.31769561767578,
30.48
] | 4 |
19,070 | **[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 | 1723004335.145 | 86.604 | 23.250 | 60.960 | -79 | -74 | -84 | -82 | -75 | -70 | -72 | -75 |
| B | 1723004444.147 | 10.189 | 52.564 | 60.960 | -76 | -77 | -79 | -79 | -75 | -78 | -71 | -79 |
| C | 1723004554.159 | 56.038 | 91.884 | 60.960 | -82 | -83 | -86 | -83 | -84 | -76 | -70 | -79 |
| D | 1723004537.150 | 1.698 | 81.958 | 60.960 | -79 | -73 | -80 | -82 | -84 | -72 | -76 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004428.138
- **Target RSSI fingerprint:** [-80, -81, -78, -83, -85, -86, -85, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.58499544244886,
86.6290283203125,
60.96
] | 4 |
29,189 | **[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 | 1723693224.154 | 191.893 | 85.103 | 60.960 | -80 | -83 | -76 | -78 | -65 | -75 | -78 | -66 |
| B | 1723693268.158 | 153.685 | 7.577 | 60.960 | -83 | -77 | -82 | -83 | -81 | -76 | -71 | -77 |
| C | 1723693620.149 | 174.912 | 71.434 | 60.960 | -80 | -78 | -78 | -80 | -66 | -75 | -78 | -64 |
| D | 1723693686.146 | 109.532 | 18.645 | 60.960 | -83 | -80 | -84 | -81 | -90 | -79 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723692887.143
- **Target RSSI fingerprint:** [-99, -100, -100, -97, -81, -98, -100, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245429426019143,
67.9443359375,
60.96
] | 4 |
28,310 | **[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 | 1725939755.138 | 21.227 | 125.538 | 42.672 | -79 | -76 | -78 | -76 | -80 | -71 | -79 | -72 |
| B | 1725939327.147 | 5.943 | 48.238 | 42.672 | -76 | -77 | -77 | -72 | -76 | -68 | -72 | -72 |
| C | 1725939471.162 | 106.134 | 46.592 | 42.672 | -77 | -74 | -75 | -78 | -78 | -77 | -78 | -70 |
| D | 1725939322.152 | 1.698 | 25.413 | 42.672 | -100 | -100 | -100 | -100 | -74 | -100 | -74 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939420.155
- **Target RSSI fingerprint:** [-71, -66, -65, -72, -72, -76, -72, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.3962720832840274,
38.07271480560303,
42.672000000000004
] | 4 |
12,112 | **[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 | 1723003285.166 | 102.737 | 6.980 | 51.816 | -74 | -71 | -72 | -68 | -73 | -83 | -84 | -68 |
| B | 1723003115.156 | 4.245 | 85.342 | 51.816 | -83 | -91 | -87 | -84 | -72 | -88 | -66 | -77 |
| C | 1723002887.143 | 34.812 | 87.903 | 51.816 | -82 | -73 | -75 | -72 | -72 | -86 | -78 | -64 |
| D | 1723003329.165 | 11.887 | 85.766 | 51.816 | -86 | -88 | -86 | -83 | -74 | -92 | -79 | -71 |
| E | 1723003103.155 | 50.944 | 90.265 | 51.816 | -79 | -70 | -83 | -83 | -75 | -85 | -80 | -64 |
| F | 1723002951.151 | 133.303 | 18.711 | 51.816 | -87 | -89 | -87 | -83 | -83 | -80 | -85 | -77 |
| G | 1723003012.180 | 26.321 | 91.313 | 51.816 | -86 | -81 | -88 | -86 | -83 | -68 | -81 | -83 |
| H | 1723002888.139 | 29.717 | 87.332 | 51.816 | -76 | -74 | -72 | -68 | -72 | -83 | -72 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003455.145
- **Target RSSI fingerprint:** [-86, -73, -83, -85, -86, -69, -85, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49091963436064,
93.67559909820557,
51.816
] | 8 |
17,818 | **[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 | 1723009759.151 | 200.379 | 16.429 | 60.960 | -84 | -83 | -77 | -81 | -76 | -100 | -86 | -81 |
| B | 1723010467.160 | 160.473 | 58.031 | 60.960 | -76 | -84 | -71 | -85 | -77 | -81 | -88 | -80 |
| C | 1723010299.232 | 56.038 | 84.731 | 60.960 | -100 | -84 | -100 | -76 | -74 | -64 | -75 | -74 |
| D | 1723010065.147 | 67.925 | 83.444 | 60.960 | -81 | -85 | -85 | -77 | -76 | -67 | -79 | -69 |
| E | 1723009831.163 | 84.906 | 39.612 | 60.960 | -82 | -79 | -84 | -79 | -100 | -100 | -80 | -68 |
| F | 1723010095.164 | 6.792 | 72.270 | 60.960 | -77 | -76 | -74 | -77 | -82 | -75 | -71 | -69 |
| G | 1723010373.154 | 146.039 | 37.303 | 60.960 | -89 | -84 | -86 | -86 | -76 | -83 | -81 | -78 |
| H | 1723010116.137 | 51.793 | 9.289 | 60.960 | -75 | -80 | -77 | -75 | -67 | -65 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010109.152
- **Target RSSI fingerprint:** [-71, -72, -79, -68, -73, -67, -66, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.0002973941699,
9.687376022338867,
60.96
] | 8 |
10,328 | **[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 | 1723002793.195 | 76.416 | 6.542 | 51.816 | -80 | -77 | -77 | -82 | -81 | -66 | -74 | -77 |
| B | 1723002868.135 | 72.170 | 60.009 | 51.816 | -85 | -84 | -86 | -85 | -79 | -74 | -75 | -72 |
| C | 1723003298.164 | 77.265 | 20.834 | 51.816 | -83 | -87 | -81 | -89 | -73 | -76 | -77 | -72 |
| D | 1723003492.142 | 84.057 | 24.165 | 51.816 | -85 | -85 | -77 | -77 | -76 | -80 | -73 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003478.156
- **Target RSSI fingerprint:** [-87, -86, -86, -77, -89, -82, -69, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.17058586574235,
84.53230857849121,
51.816
] | 4 |
9,880 | **[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 | 1723007909.142 | 195.284 | 24.683 | 51.816 | -82 | -86 | -85 | -73 | -86 | -74 | -82 | -69 |
| B | 1723007925.163 | 140.944 | 80.113 | 51.816 | -82 | -66 | -72 | -69 | -76 | -83 | -71 | -80 |
| C | 1723008553.155 | 28.868 | 38.696 | 51.816 | -84 | -89 | -84 | -77 | -79 | -76 | -70 | -68 |
| D | 1723007919.163 | 161.322 | 58.629 | 51.816 | -80 | -63 | -67 | -74 | -76 | -80 | -79 | -70 |
| E | 1723008073.156 | 145.190 | 40.607 | 51.816 | -86 | -77 | -76 | -89 | -78 | -84 | -75 | -75 |
| F | 1723008530.167 | 135.850 | 44.509 | 51.816 | -86 | -72 | -74 | -81 | -76 | -76 | -71 | -66 |
| G | 1723007920.143 | 157.926 | 62.119 | 51.816 | -84 | -78 | -83 | -74 | -85 | -86 | -83 | -80 |
| H | 1723008082.148 | 131.605 | 42.956 | 51.816 | -88 | -74 | -79 | -81 | -79 | -85 | -82 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008112.164
- **Target RSSI fingerprint:** [-77, -88, -73, -77, -77, -68, -76, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830306412808195,
55.894832611083984,
51.816
] | 8 |
29,175 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691882.137 | 123.967 | 16.336 | 51.816 | -81 | -82 | -90 | -76 | -80 | -75 | -70 | -82 |
| B | 1723691488.160 | 120.570 | 60.433 | 51.816 | -84 | -79 | -85 | -71 | -81 | -69 | -82 | -74 |
| C | 1723691752.152 | 218.215 | 114.470 | 51.816 | -81 | -70 | -68 | -73 | -82 | -76 | -81 | -72 |
| D | 1723691105.121 | 9.340 | 76.238 | 51.816 | -88 | -100 | -92 | -100 | -92 | -98 | -100 | -79 |
| E | 1723691497.175 | 130.759 | 77.048 | 51.816 | -80 | -100 | -84 | -85 | -77 | -77 | -77 | -75 |
| F | 1723691377.133 | 161.326 | 100.165 | 51.816 | -84 | -82 | -82 | -81 | -83 | -77 | -72 | -77 |
| G | 1723691553.142 | 216.517 | 112.347 | 51.816 | -81 | -71 | -66 | -74 | -80 | -75 | -81 | -72 |
| H | 1723691416.151 | 174.063 | 72.257 | 51.816 | -84 | -83 | -79 | -79 | -80 | -78 | -78 | -75 |
| I | 1723691735.177 | 210.573 | 72.363 | 51.816 | -79 | -81 | -74 | -79 | -77 | -80 | -81 | -76 |
| J | 1723691773.132 | 174.912 | 113.462 | 51.816 | -86 | -79 | -83 | -80 | -86 | -78 | -77 | -80 |
| K | 1723691525.148 | 190.195 | 51.542 | 51.816 | -100 | -87 | -100 | -83 | -73 | -83 | -75 | -100 |
| L | 1723691364.145 | 202.932 | 139.153 | 51.816 | -86 | -84 | -86 | -87 | -85 | -82 | -81 | -81 |
| M | 1723691310.157 | 159.628 | 107.185 | 51.816 | -77 | -85 | -88 | -83 | -81 | -79 | -83 | -82 |
| N | 1723691613.148 | 159.628 | 61.163 | 51.816 | -84 | -84 | -83 | -78 | -78 | -77 | -76 | -76 |
| O | 1723691441.140 | 233.499 | 93.423 | 51.816 | -82 | -85 | -87 | -100 | -74 | -100 | -78 | -83 |
| P | 1723691293.140 | 119.721 | 67.652 | 51.816 | -85 | -85 | -91 | -82 | -86 | -76 | -74 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691352.137
- **Target RSSI fingerprint:** [-84, -71, -66, -75, -81, -75, -78, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
218.21507905591932,
109.91854190826416,
51.816
] | 16 |
15,582 | **[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 | 1731999700.223 | 51.793 | 103.456 | 42.672 | -85 | -89 | -88 | -85 | -82 | -78 | -83 | -78 |
| B | 1731999685.233 | 26.321 | 127.037 | 42.672 | -90 | -82 | -87 | -89 | -74 | -88 | -92 | -73 |
| C | 1731999714.247 | 96.793 | 140.613 | 42.672 | -82 | -89 | -90 | -92 | -81 | -70 | -82 | -80 |
| D | 1732000270.223 | 5.943 | 0.544 | 42.672 | -95 | -105 | -95 | -97 | -94 | -99 | -97 | -91 |
| E | 1731999764.216 | 67.076 | 83.285 | 42.672 | -83 | -77 | -82 | -86 | -86 | -83 | -73 | -71 |
| F | 1731999892.229 | 46.698 | 113.555 | 42.672 | -100 | -83 | -78 | -80 | -75 | -83 | -82 | -72 |
| G | 1731999801.236 | 61.982 | 155.675 | 42.672 | -89 | -83 | -90 | -92 | -78 | -82 | -92 | -79 |
| H | 1731999841.203 | 131.605 | 144.780 | 42.672 | -85 | -91 | -87 | -81 | -80 | -72 | -83 | -77 |
| I | 1731999668.221 | 56.887 | 166.570 | 42.672 | -74 | -92 | -87 | -86 | -90 | -75 | -67 | -89 |
| J | 1732000098.231 | 45.849 | 112.400 | 42.672 | -85 | -87 | -89 | -82 | -80 | -83 | -79 | -75 |
| K | 1731999695.233 | 49.246 | 102.845 | 42.672 | -87 | -88 | -85 | -90 | -89 | -82 | -84 | -79 |
| L | 1731999816.234 | 111.227 | 98.758 | 42.672 | -100 | -83 | -88 | -81 | -75 | -81 | -67 | -75 |
| M | 1732000183.227 | 38.208 | 32.327 | 42.672 | -88 | -90 | -77 | -77 | -81 | -89 | -80 | -75 |
| N | 1731999894.242 | 52.642 | 106.044 | 42.672 | -89 | -87 | -90 | -87 | -83 | -87 | -84 | -75 |
| O | 1731999567.218 | 36.510 | 116.461 | 42.672 | -78 | -87 | -87 | -82 | -79 | -85 | -84 | -78 |
| P | 1731999773.219 | 34.812 | 118.292 | 42.672 | -75 | -84 | -89 | -89 | -75 | -79 | -83 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999650.234
- **Target RSSI fingerprint:** [-100, -86, -89, -86, -90, -70, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125730336395,
185.1615858078003,
42.672000000000004
] | 16 |
12,383 | **[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 | 1723000023.213 | 5.094 | 69.563 | 42.672 | -79 | -87 | -85 | -80 | -84 | -84 | -72 | -74 |
| B | 1723000057.145 | 101.887 | 15.380 | 42.672 | -100 | -72 | -73 | -72 | -74 | -78 | -67 | -100 |
| C | 1723000271.151 | 67.076 | 1.818 | 42.672 | -94 | -97 | -93 | -96 | -98 | -92 | -93 | -89 |
| D | 1722999672.137 | 1.698 | 81.613 | 42.672 | -75 | -94 | -91 | -88 | -89 | -86 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000010.141
- **Target RSSI fingerprint:** [-85, -89, -85, -87, -87, -83, -93, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132182328325328,
86.89443588256836,
42.672000000000004
] | 4 |
22,000 | **[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 | 1725941171.159 | 85.756 | 18.472 | 51.816 | -83 | -83 | -79 | -81 | -76 | -77 | -74 | -70 |
| B | 1725940912.162 | 93.397 | 35.989 | 51.816 | -85 | -84 | -75 | -76 | -75 | -75 | -73 | -64 |
| C | 1725941127.152 | 32.265 | 62.596 | 51.816 | -76 | -67 | -74 | -66 | -73 | -70 | -74 | -65 |
| D | 1725941107.189 | 102.737 | 29.805 | 51.816 | -84 | -80 | -78 | -73 | -78 | -81 | -81 | -59 |
| E | 1725940917.156 | 71.322 | 47.110 | 51.816 | -84 | -87 | -77 | -80 | -76 | -77 | -74 | -67 |
| F | 1725941339.161 | 6.793 | 64.813 | 51.816 | -75 | -84 | -80 | -76 | -72 | -70 | -72 | -64 |
| G | 1725941143.161 | 4.245 | 54.780 | 51.816 | -73 | -84 | -78 | -75 | -67 | -60 | -71 | -63 |
| H | 1725940878.149 | 49.246 | 105.274 | 51.816 | -66 | -66 | -70 | -76 | -77 | -69 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940895.151
- **Target RSSI fingerprint:** [-83, -68, -82, -75, -80, -78, -81, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13350529028273,
53.99716854095459,
51.816
] | 8 |
30,888 | **[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 | 1724126917.130 | 37.360 | 57.355 | 42.672 | -83 | -80 | -82 | -86 | -70 | -85 | -85 | -64 |
| B | 1724126625.116 | 56.040 | 8.626 | 42.672 | -86 | -92 | -89 | -88 | -84 | -84 | -83 | -77 |
| C | 1724126783.166 | 140.099 | 52.378 | 42.672 | -86 | -100 | -74 | -85 | -100 | -82 | -80 | -83 |
| D | 1724127095.138 | 65.380 | 72.071 | 42.672 | -80 | -72 | -86 | -84 | -76 | -81 | -83 | -65 |
| E | 1724126955.141 | 122.268 | 67.785 | 42.672 | -78 | -87 | -81 | -81 | -86 | -74 | -80 | -85 |
| F | 1724126654.121 | 48.398 | 65.768 | 42.672 | -73 | -74 | -100 | -81 | -74 | -77 | -77 | -64 |
| G | 1724126664.125 | 73.021 | 77.645 | 42.672 | -82 | -89 | -79 | -77 | -85 | -82 | -84 | -81 |
| H | 1724127098.154 | 51.794 | 65.396 | 42.672 | -77 | -75 | -86 | -86 | -76 | -83 | -82 | -65 |
| I | 1724127201.145 | 20.378 | 79.927 | 42.672 | -100 | -100 | -81 | -82 | -69 | -100 | -79 | -65 |
| J | 1724126941.141 | 59.436 | 38.033 | 42.672 | -100 | -83 | -80 | -100 | -73 | -72 | -68 | -64 |
| K | 1724127208.173 | 6.793 | 110.609 | 42.672 | -100 | -71 | -80 | -82 | -72 | -82 | -79 | -67 |
| L | 1724126741.132 | 31.416 | 52.776 | 42.672 | -82 | -82 | -76 | -80 | -84 | -78 | -75 | -79 |
| M | 1724126925.127 | 31.416 | 53.732 | 42.672 | -100 | -71 | -76 | -73 | -81 | -74 | -62 | -77 |
| N | 1724126364.130 | 5.095 | 115.306 | 42.672 | -100 | -101 | -100 | -91 | -95 | -100 | -100 | -93 |
| O | 1724126754.133 | 46.700 | 31.331 | 42.672 | -85 | -86 | -86 | -77 | -85 | -82 | -81 | -77 |
| P | 1724126779.151 | 131.608 | 69.099 | 42.672 | -84 | -82 | -76 | -81 | -100 | -85 | -81 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126880.130
- **Target RSSI fingerprint:** [-86, -100, -82, -77, -100, -80, -82, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.25010524971094,
44.362874031066895,
42.672000000000004
] | 16 |
32,821 | **[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 | 1723698188.153 | 28.869 | 54.475 | 51.816 | -81 | -80 | -82 | -76 | -78 | -76 | -75 | -72 |
| B | 1723698241.171 | 77.267 | 26.129 | 51.816 | -77 | -77 | -78 | -79 | -73 | -74 | -81 | -73 |
| C | 1723697957.166 | 122.268 | 45.982 | 51.816 | -79 | -70 | -78 | -72 | -73 | -73 | -76 | -77 |
| D | 1723698094.159 | 17.831 | 50.534 | 51.816 | -81 | -84 | -79 | -78 | -75 | -75 | -74 | -65 |
| E | 1723698367.149 | 45.851 | 65.065 | 51.816 | -76 | -74 | -76 | -76 | -67 | -72 | -70 | -72 |
| F | 1723698235.129 | 81.512 | 22.825 | 51.816 | -84 | -81 | -81 | -78 | -74 | -74 | -75 | -64 |
| G | 1723698245.153 | 70.474 | 42.863 | 51.816 | -82 | -74 | -82 | -74 | -74 | -75 | -70 | -68 |
| H | 1723697973.159 | 111.230 | 66.538 | 51.816 | -85 | -100 | -86 | -77 | -82 | -72 | -70 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698572.142
- **Target RSSI fingerprint:** [-96, -103, -97, -100, -92, -100, -96, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0,
58.97356033325195,
51.816
] | 8 |
6,134 | **[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 | 1723007915.151 | 174.907 | 44.442 | 51.816 | -100 | -78 | -78 | -81 | -83 | -79 | -72 | -81 |
| B | 1723008325.150 | 42.453 | 39.386 | 51.816 | -75 | -85 | -79 | -82 | -74 | -74 | -69 | -66 |
| C | 1723007828.162 | 204.624 | 2.216 | 51.816 | -100 | -82 | -96 | -86 | -104 | -100 | -90 | -96 |
| D | 1723008547.190 | 52.642 | 40.249 | 51.816 | -73 | -100 | -83 | -82 | -76 | -76 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008025.159
- **Target RSSI fingerprint:** [-72, -75, -69, -72, -66, -71, -71, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
30.56623956481405,
32.67167091369629,
51.816
] | 4 |
42,391 | **[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 | 1723696382.141 | 61.983 | 9.581 | 42.672 | -74 | -100 | -79 | -71 | -71 | -73 | -77 | -68 |
| B | 1723696602.141 | 45.002 | 31.172 | 42.672 | -69 | -76 | -83 | -78 | -100 | -100 | -76 | -62 |
| C | 1723696834.151 | 125.665 | 46.685 | 42.672 | -100 | -80 | -79 | -77 | -68 | -71 | -74 | -85 |
| D | 1723696379.145 | 49.247 | 3.039 | 42.672 | -77 | -76 | -81 | -75 | -72 | -75 | -76 | -72 |
| E | 1723696521.134 | 56.889 | 65.688 | 42.672 | -78 | -75 | -79 | -77 | -82 | -80 | -77 | -65 |
| F | 1723696771.149 | 81.512 | 46.977 | 42.672 | -100 | -77 | -80 | -79 | -100 | -100 | -77 | -62 |
| G | 1723696545.135 | 40.756 | 4.193 | 42.672 | -83 | -100 | -79 | -100 | -81 | -81 | -74 | -80 |
| H | 1723696870.135 | 58.587 | 65.211 | 42.672 | -79 | -78 | -85 | -82 | -82 | -74 | -80 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696829.153
- **Target RSSI fingerprint:** [-100, -79, -72, -77, -70, -70, -73, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.92841681725926,
66.93578720092773,
42.672000000000004
] | 8 |
14,102 | **[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 | 1731999590.236 | 25.472 | 148.761 | 42.672 | -79 | -90 | -78 | -78 | -90 | -78 | -87 | -75 |
| B | 1731999951.229 | 109.529 | 92.534 | 42.672 | -80 | -67 | -100 | -100 | -64 | -73 | -63 | -72 |
| C | 1731999754.206 | 80.661 | 69.643 | 42.672 | -83 | -73 | -85 | -83 | -67 | -75 | -91 | -73 |
| D | 1731999853.238 | 102.737 | 198.326 | 42.672 | -86 | -93 | -73 | -65 | -92 | -87 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000046.229
- **Target RSSI fingerprint:** [-88, -75, -83, -75, -76, -80, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
133.302826150335,
133.6327075958252,
42.672000000000004
] | 4 |
43,107 | **[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 | 1724126811.131 | 56.040 | 0.557 | 42.672 | -100 | -100 | -91 | -85 | -100 | -87 | -61 | -79 |
| B | 1724127208.173 | 6.793 | 110.609 | 42.672 | -82 | -80 | -89 | -78 | -100 | -82 | -67 | -79 |
| C | 1724127084.134 | 111.230 | 96.197 | 42.672 | -87 | -89 | -87 | -84 | -84 | -82 | -90 | -87 |
| D | 1724126968.147 | 141.797 | 45.557 | 42.672 | -100 | -76 | -72 | -89 | -85 | -79 | -100 | -82 |
| E | 1724126919.151 | 31.416 | 54.555 | 42.672 | -83 | -81 | -80 | -84 | -100 | -82 | -63 | -70 |
| F | 1724127087.139 | 99.343 | 90.225 | 42.672 | -87 | -91 | -82 | -87 | -88 | -86 | -87 | -84 |
| G | 1724126972.131 | 142.646 | 43.434 | 42.672 | -74 | -78 | -76 | -81 | -77 | -83 | -100 | -81 |
| H | 1724126722.135 | 86.607 | 83.205 | 42.672 | -86 | -100 | -78 | -81 | -84 | -84 | -69 | -79 |
| I | 1724126874.159 | 131.608 | 40.568 | 42.672 | -84 | -87 | -87 | -100 | -79 | -79 | -92 | -80 |
| J | 1724126685.140 | 102.739 | 25.784 | 42.672 | -100 | -89 | -95 | -94 | -89 | -78 | -89 | -85 |
| K | 1724127051.143 | 102.739 | 26.143 | 42.672 | -100 | -91 | -91 | -100 | -91 | -84 | -90 | -86 |
| L | 1724127198.164 | 26.322 | 66.033 | 42.672 | -82 | -83 | -89 | -90 | -100 | -100 | -64 | -82 |
| M | 1724126772.146 | 127.363 | 71.262 | 42.672 | -85 | -84 | -100 | -80 | -81 | -81 | -85 | -80 |
| N | 1724126894.148 | 113.778 | 94.233 | 42.672 | -85 | -82 | -81 | -71 | -69 | -81 | -100 | -86 |
| O | 1724126769.150 | 113.778 | 64.892 | 42.672 | -84 | -89 | -100 | -100 | -79 | -83 | -91 | -77 |
| P | 1724126818.138 | 49.247 | 11.877 | 42.672 | -100 | -100 | -85 | -76 | -84 | -75 | -65 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126946.134
- **Target RSSI fingerprint:** [-83, -84, -100, -100, -75, -79, -64, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51225673153812,
48.98096561431885,
42.672000000000004
] | 16 |
1,105 | **[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 | 1723006814.152 | 43.302 | 15.234 | 42.672 | -83 | -81 | -78 | -72 | -73 | -100 | -76 | -57 |
| B | 1723006684.148 | 4.245 | 79.091 | 42.672 | -84 | -88 | -82 | -83 | -73 | -81 | -73 | -76 |
| C | 1723006320.135 | 73.868 | 63.645 | 42.672 | -90 | -88 | -88 | -81 | -83 | -79 | -78 | -76 |
| D | 1723007042.152 | 209.718 | 4.830 | 42.672 | -106 | -98 | -100 | -106 | -99 | -101 | -97 | -107 |
| E | 1723006598.158 | 50.095 | 9.064 | 42.672 | -79 | -86 | -75 | -75 | -77 | -78 | -81 | -75 |
| F | 1723006557.161 | 50.944 | 79.941 | 42.672 | -75 | -88 | -85 | -76 | -84 | -74 | -84 | -82 |
| G | 1723006285.161 | 156.227 | 7.896 | 42.672 | -83 | -79 | -83 | -81 | -70 | -74 | -69 | -75 |
| H | 1723006832.144 | 98.491 | 9.223 | 42.672 | -87 | -87 | -88 | -79 | -82 | -78 | -85 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006480.144
- **Target RSSI fingerprint:** [-85, -88, -85, -72, -84, -77, -75, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43465228224463,
89.11058902740479,
42.672000000000004
] | 8 |
28,627 | **[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 | 1725937975.157 | 81.511 | 29.845 | 30.480 | -100 | -81 | -71 | -81 | -84 | -60 | -80 | -70 |
| B | 1725937607.153 | 97.643 | 30.668 | 30.480 | -86 | -83 | -77 | -85 | -84 | -62 | -79 | -67 |
| C | 1725937909.162 | 7.642 | 73.465 | 30.480 | -71 | -76 | -100 | -76 | -62 | -66 | -47 | -61 |
| D | 1725937799.152 | 50.095 | 14.279 | 30.480 | -79 | -80 | -73 | -79 | -76 | -100 | -73 | -67 |
| E | 1725938141.162 | 16.981 | 113.488 | 30.480 | -71 | -72 | -100 | -70 | -71 | -68 | -51 | -63 |
| F | 1725937749.156 | 86.605 | 26.076 | 30.480 | -100 | -100 | -79 | -84 | -85 | -59 | -83 | -76 |
| G | 1725937869.155 | 54.340 | 23.435 | 30.480 | -84 | -84 | -77 | -83 | -85 | -75 | -81 | -75 |
| H | 1725937250.138 | 41.604 | 5.003 | 30.480 | -94 | -95 | -88 | -94 | -90 | -100 | -90 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938018.129
- **Target RSSI fingerprint:** [-71, -77, -100, -72, -66, -100, -62, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472040197089072,
17.25149154663086,
30.48
] | 8 |
2,468 | **[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 | 1722839093.163 | 92.548 | 133.115 | 51.816 | -89 | -76 | -79 | -85 | -88 | -77 | -78 | -66 |
| B | 1722839248.161 | 72.170 | 175.779 | 51.816 | -77 | -86 | -84 | -85 | -80 | -84 | -74 | -79 |
| C | 1722839018.177 | 129.058 | 132.292 | 51.816 | -84 | -90 | -90 | -84 | -76 | -78 | -74 | -79 |
| D | 1722839312.170 | 118.869 | 145.656 | 51.816 | -84 | -90 | -75 | -83 | -77 | -71 | -69 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838822.165
- **Target RSSI fingerprint:** [-87, -89, -77, -80, -84, -79, -74, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43469433716527,
171.9310188293457,
51.816
] | 4 |
21,035 | **[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 | 1722839031.161 | 96.793 | 187.630 | 51.816 | -86 | -79 | -81 | -85 | -77 | -86 | -85 | -74 |
| B | 1722839146.187 | 59.434 | 72.324 | 51.816 | -85 | -79 | -75 | -75 | -83 | -74 | -87 | -71 |
| C | 1722838832.160 | 92.548 | 191.797 | 51.816 | -85 | -80 | -82 | -78 | -80 | -78 | -69 | -73 |
| D | 1722839244.173 | 87.453 | 188.585 | 51.816 | -71 | -82 | -82 | -85 | -83 | -84 | -82 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839212.175
- **Target RSSI fingerprint:** [-86, -87, -91, -79, -79, -90, -75, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.0009463382868,
115.57172298431396,
51.816
] | 4 |
25,431 | **[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 | 1725939551.148 | 22.076 | 124.702 | 42.672 | -81 | -79 | -83 | -76 | -72 | -76 | -77 | -69 |
| B | 1725939571.157 | 96.794 | 57.938 | 42.672 | -77 | -79 | -85 | -81 | -77 | -79 | -80 | -62 |
| C | 1725939234.147 | 46.699 | 18.579 | 42.672 | -70 | -73 | -81 | -61 | -77 | -74 | -71 | -75 |
| D | 1725939428.156 | 2.547 | 25.798 | 42.672 | -76 | -75 | -74 | -77 | -74 | -68 | -71 | -77 |
| E | 1725939475.165 | 92.548 | 57.434 | 42.672 | -77 | -67 | -81 | -75 | -76 | -77 | -76 | -69 |
| F | 1725939892.149 | 56.888 | 11.598 | 42.672 | -77 | -100 | -78 | -71 | -76 | -76 | -73 | -82 |
| G | 1725939307.174 | 44.152 | 14.611 | 42.672 | -82 | -73 | -82 | -74 | -75 | -66 | -66 | -77 |
| H | 1725939968.149 | 30.566 | 9.847 | 42.672 | -100 | -83 | -80 | -100 | -100 | -80 | -85 | -100 |
| I | 1725939717.149 | 14.434 | 17.676 | 42.672 | -84 | -75 | -85 | -73 | -75 | -76 | -74 | -82 |
| J | 1725939379.156 | 101.888 | 35.419 | 42.672 | -75 | -74 | -82 | -78 | -76 | -78 | -76 | -60 |
| K | 1725939545.166 | 21.227 | 123.441 | 42.672 | -79 | -77 | -70 | -78 | -68 | -80 | -79 | -68 |
| L | 1725939337.157 | 16.132 | 97.750 | 42.672 | -73 | -79 | -61 | -80 | -70 | -81 | -79 | -68 |
| M | 1725939370.153 | 99.341 | 51.768 | 42.672 | -74 | -72 | -79 | -78 | -76 | -73 | -79 | -60 |
| N | 1725939609.134 | 13.585 | 64.534 | 42.672 | -76 | -74 | -64 | -74 | -77 | -76 | -74 | -63 |
| O | 1725939457.140 | 103.586 | 6.529 | 42.672 | -84 | -79 | -86 | -79 | -79 | -79 | -78 | -86 |
| P | 1725939736.147 | 9.340 | 68.037 | 42.672 | -65 | -78 | -61 | -74 | -68 | -78 | -70 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939838.143
- **Target RSSI fingerprint:** [-76, -75, -75, -72, -75, -73, -72, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
1.6981360416420137,
27.682008743286133,
42.672000000000004
] | 16 |
24,328 | **[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 | 1725940760.147 | 50.095 | 18.260 | 51.816 | -100 | -86 | -84 | -75 | -62 | -72 | -75 | -81 |
| B | 1725941123.162 | 50.095 | 53.732 | 51.816 | -78 | -76 | -77 | -76 | -75 | -77 | -73 | -68 |
| C | 1725940639.144 | 42.453 | 18.857 | 51.816 | -88 | -97 | -100 | -100 | -100 | -88 | -90 | -100 |
| D | 1725941238.153 | 16.981 | 29.128 | 51.816 | -75 | -80 | -83 | -75 | -71 | -74 | -66 | -73 |
| E | 1725941188.160 | 106.983 | 48.901 | 51.816 | -100 | -100 | -73 | -72 | -64 | -67 | -62 | -62 |
| F | 1725940932.155 | 10.189 | 75.017 | 51.816 | -75 | -59 | -77 | -79 | -74 | -72 | -76 | -65 |
| G | 1725940829.147 | 49.246 | 21.113 | 51.816 | -75 | -86 | -82 | -80 | -72 | -76 | -73 | -69 |
| H | 1725941107.189 | 102.737 | 29.805 | 51.816 | -80 | -84 | -73 | -78 | -78 | -81 | -81 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940633.143
- **Target RSSI fingerprint:** [-81, -91, -100, -100, -100, -82, -81, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.962721692890476,
17.96809196472168,
51.816
] | 8 |
39,576 | **[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 | 1724123151.153 | 56.040 | 71.156 | 60.960 | -76 | -82 | -82 | -83 | -77 | -79 | -77 | -67 |
| B | 1724123331.140 | 72.172 | 75.893 | 60.960 | -77 | -84 | -81 | -84 | -84 | -73 | -72 | -66 |
| C | 1724123146.128 | 33.963 | 58.854 | 60.960 | -75 | -77 | -72 | -79 | -79 | -80 | -69 | -67 |
| D | 1724123476.125 | 23.774 | 20.436 | 60.960 | -100 | -73 | -80 | -80 | -71 | -79 | -84 | -66 |
| E | 1724123459.125 | 96.796 | 58.098 | 60.960 | -76 | -100 | -85 | -78 | -82 | -74 | -72 | -61 |
| F | 1724123413.158 | 25.473 | 9.953 | 60.960 | -76 | -84 | -80 | -81 | -76 | -76 | -78 | -78 |
| G | 1724123537.137 | 97.645 | 34.437 | 60.960 | -100 | -100 | -81 | -78 | -100 | -77 | -70 | -64 |
| H | 1724123169.134 | 102.739 | 67.374 | 60.960 | -77 | -83 | -80 | -72 | -82 | -75 | -73 | -70 |
| I | 1724123485.143 | 14.434 | 31.942 | 60.960 | -75 | -75 | -77 | -76 | -66 | -79 | -81 | -71 |
| J | 1724123214.133 | 39.058 | 56.067 | 60.960 | -79 | -75 | -82 | -81 | -81 | -79 | -74 | -65 |
| K | 1724123230.142 | 16.133 | 30.509 | 60.960 | -77 | -81 | -73 | -78 | -76 | -75 | -79 | -79 |
| L | 1724123560.134 | 50.945 | 67.599 | 60.960 | -100 | -75 | -73 | -80 | -80 | -79 | -78 | -63 |
| M | 1724123570.113 | 24.623 | 53.944 | 60.960 | -80 | -74 | -81 | -82 | -83 | -77 | -68 | -66 |
| N | 1724123696.138 | 4.245 | 56.519 | 60.960 | -93 | -81 | -100 | -100 | -78 | -85 | -100 | -81 |
| O | 1724123221.178 | 10.189 | 42.611 | 60.960 | -80 | -70 | -82 | -84 | -81 | -76 | -80 | -66 |
| P | 1724123381.127 | 53.492 | 52.405 | 60.960 | -78 | -77 | -82 | -82 | -81 | -77 | -77 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123529.129
- **Target RSSI fingerprint:** [-79, -100, -82, -73, -83, -73, -75, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.6265882499027,
46.287078857421875,
60.96
] | 16 |
18,076 | **[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 | 1731999536.233 | 14.434 | 30.177 | 42.672 | -90 | -87 | -74 | -88 | -80 | -85 | -81 | -78 |
| B | 1732000031.227 | 126.510 | 109.759 | 42.672 | -90 | -90 | -82 | -89 | -81 | -84 | -89 | -84 |
| C | 1732000111.221 | 58.585 | 103.987 | 42.672 | -90 | -89 | -90 | -82 | -85 | -80 | -75 | -78 |
| D | 1731999918.227 | 115.473 | 154.600 | 42.672 | -91 | -89 | -89 | -82 | -82 | -87 | -81 | -81 |
| E | 1731999761.257 | 78.114 | 71.580 | 42.672 | -82 | -82 | -76 | -81 | -74 | -88 | -81 | -73 |
| F | 1731999750.201 | 94.246 | 80.909 | 42.672 | -85 | -65 | -80 | -79 | -76 | -70 | -80 | -73 |
| G | 1731999592.223 | 26.321 | 149.517 | 42.672 | -81 | -88 | -88 | -80 | -80 | -86 | -81 | -77 |
| H | 1731999869.235 | 79.812 | 178.858 | 42.672 | -92 | -85 | -90 | -78 | -90 | -70 | -79 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000171.246
- **Target RSSI fingerprint:** [-85, -75, -77, -84, -75, -88, -83, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.51000834670165,
69.56332206726074,
42.672000000000004
] | 8 |
28,116 | **[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 | 1725939274.139 | 84.907 | 62.543 | 42.672 | -79 | -73 | -77 | -70 | -78 | -78 | -77 | -67 |
| B | 1725939243.163 | 71.322 | 14.624 | 42.672 | -83 | -85 | -76 | -74 | -70 | -64 | -71 | -84 |
| C | 1725939445.152 | 77.265 | 10.032 | 42.672 | -87 | -83 | -79 | -78 | -77 | -76 | -74 | -86 |
| D | 1725939360.165 | 62.831 | 86.085 | 42.672 | -79 | -69 | -74 | -77 | -77 | -74 | -76 | -66 |
| E | 1725939698.147 | 57.737 | 42.439 | 42.672 | -72 | -86 | -100 | -78 | -77 | -76 | -77 | -59 |
| F | 1725939580.146 | 103.586 | 46.619 | 42.672 | -74 | -69 | -76 | -75 | -78 | -78 | -77 | -60 |
| G | 1725939848.137 | 47.548 | 17.424 | 42.672 | -80 | -87 | -72 | -73 | -72 | -74 | -60 | -76 |
| H | 1725939314.137 | 8.491 | 21.272 | 42.672 | -80 | -81 | -73 | -74 | -69 | -67 | -74 | -80 |
| I | 1725939760.141 | 35.661 | 110.755 | 42.672 | -80 | -70 | -74 | -78 | -79 | -78 | -76 | -72 |
| J | 1725939408.142 | 11.887 | 67.467 | 42.672 | -74 | -80 | -77 | -77 | -78 | -77 | -76 | -64 |
| K | 1725939492.165 | 62.831 | 63.671 | 42.672 | -77 | -71 | -80 | -79 | -74 | -78 | -74 | -62 |
| L | 1725939654.146 | 100.190 | 1.234 | 42.672 | -75 | -85 | -76 | -73 | -73 | -70 | -69 | -77 |
| M | 1725939376.177 | 102.737 | 45.836 | 42.672 | -76 | -69 | -77 | -73 | -77 | -75 | -74 | -64 |
| N | 1725939541.158 | 18.679 | 108.207 | 42.672 | -71 | -71 | -71 | -100 | -77 | -74 | -75 | -67 |
| O | 1725939960.146 | 39.906 | 11.572 | 42.672 | -100 | -96 | -100 | -90 | -84 | -100 | -84 | -100 |
| P | 1725939459.141 | 104.435 | 15.951 | 42.672 | -76 | -87 | -68 | -78 | -78 | -77 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939560.140
- **Target RSSI fingerprint:** [-80, -70, -75, -72, -77, -77, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035333254444,
96.59508228302002,
42.672000000000004
] | 16 |
43,129 | **[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 | 1723693318.130 | 170.666 | 79.689 | 60.960 | -83 | -83 | -78 | -84 | -75 | -82 | -79 | -82 |
| B | 1723693665.141 | 166.421 | 19.600 | 60.960 | -84 | -85 | -79 | -79 | -82 | -76 | -71 | -79 |
| C | 1723693385.128 | 138.401 | 79.742 | 60.960 | -84 | -81 | -80 | -85 | -83 | -78 | -72 | -74 |
| D | 1723693222.144 | 184.252 | 78.667 | 60.960 | -79 | -65 | -78 | -78 | -76 | -76 | -78 | -64 |
| E | 1723693702.176 | 36.511 | 53.307 | 60.960 | -79 | -83 | -79 | -79 | -77 | -75 | -72 | -69 |
| F | 1723693576.154 | 171.515 | 106.176 | 60.960 | -83 | -78 | -100 | -80 | -82 | -77 | -78 | -74 |
| G | 1723693321.164 | 177.459 | 65.410 | 60.960 | -81 | -82 | -79 | -84 | -72 | -79 | -75 | -79 |
| H | 1723693044.161 | 33.114 | 60.486 | 60.960 | -78 | -89 | -79 | -80 | -100 | -75 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693177.138
- **Target RSSI fingerprint:** [-100, -77, -79, -82, -82, -76, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
168.1190052703581,
102.16864109039307,
60.96
] | 8 |
6,673 | **[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 | 1722999388.144 | 73.868 | 2.840 | 42.672 | -96 | -99 | -85 | -91 | -90 | -94 | -82 | -91 |
| B | 1723000057.145 | 101.887 | 15.380 | 42.672 | -72 | -73 | -74 | -72 | -100 | -73 | -78 | -67 |
| C | 1723000084.148 | 132.454 | 51.250 | 42.672 | -90 | -82 | -70 | -81 | -80 | -72 | -78 | -89 |
| D | 1722999536.154 | 72.170 | 56.996 | 42.672 | -80 | -100 | -87 | -87 | -69 | -80 | -77 | -70 |
| E | 1723000012.189 | 5.943 | 86.390 | 42.672 | -91 | -79 | -88 | -90 | -76 | -83 | -82 | -90 |
| F | 1722999697.168 | 90.850 | 95.242 | 42.672 | -83 | -79 | -87 | -74 | -100 | -87 | -87 | -67 |
| G | 1723000139.169 | 50.944 | 94.167 | 42.672 | -81 | -100 | -86 | -90 | -82 | -84 | -87 | -68 |
| H | 1722999933.142 | 135.850 | 100.178 | 42.672 | -83 | -72 | -82 | -70 | -66 | -81 | -85 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000273.148
- **Target RSSI fingerprint:** [-94, -99, -97, -98, -91, -91, -93, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37779154110791,
0.6767892837524414,
42.672000000000004
] | 8 |
9,086 | **[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 | 1723010171.149 | 73.868 | 42.545 | 60.960 | -84 | -81 | -84 | -86 | -79 | -79 | -70 | -70 |
| B | 1723010482.169 | 208.869 | 8.214 | 60.960 | -85 | -100 | -82 | -74 | -69 | -79 | -84 | -58 |
| C | 1723009993.155 | 78.963 | 86.364 | 60.960 | -85 | -62 | -82 | -70 | -81 | -77 | -85 | -100 |
| D | 1723010394.158 | 74.717 | 44.164 | 60.960 | -80 | -79 | -84 | -85 | -79 | -80 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010164.145
- **Target RSSI fingerprint:** [-79, -77, -71, -88, -77, -85, -70, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
107.83090130301088,
43.12872886657715,
60.96
] | 4 |
31,770 | **[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 | 1723696893.146 | 32.265 | 16.681 | 42.672 | -81 | -79 | -82 | -84 | -80 | -76 | -72 | -77 |
| B | 1723696604.130 | 36.511 | 26.965 | 42.672 | -67 | -86 | -84 | -78 | -81 | -79 | -78 | -61 |
| C | 1723696788.149 | 28.869 | 25.891 | 42.672 | -79 | -84 | -82 | -83 | -83 | -82 | -80 | -75 |
| D | 1723696505.152 | 83.210 | 27.204 | 42.672 | -81 | -83 | -73 | -68 | -76 | -75 | -79 | -69 |
| E | 1723696731.134 | 53.492 | 6.118 | 42.672 | -77 | -81 | -77 | -74 | -73 | -77 | -77 | -70 |
| F | 1723696894.157 | 34.813 | 12.010 | 42.672 | -81 | -80 | -76 | -81 | -81 | -79 | -70 | -79 |
| G | 1723696906.160 | 37.360 | 9.674 | 42.672 | -74 | -70 | -70 | -100 | -75 | -76 | -68 | -71 |
| H | 1723696658.146 | 128.212 | 45.438 | 42.672 | -100 | -74 | -100 | -77 | -68 | -70 | -71 | -100 |
| I | 1723696860.149 | 71.323 | 42.664 | 42.672 | -79 | -81 | -72 | -70 | -71 | -68 | -77 | -70 |
| J | 1723696638.137 | 84.909 | 81.931 | 42.672 | -85 | -85 | -85 | -74 | -76 | -70 | -83 | -72 |
| K | 1723696845.157 | 103.588 | 31.371 | 42.672 | -100 | -80 | -83 | -80 | -79 | -82 | -75 | -70 |
| L | 1723696720.148 | 39.058 | 9.236 | 42.672 | -79 | -74 | -80 | -79 | -75 | -74 | -70 | -75 |
| M | 1723696791.145 | 23.774 | 36.666 | 42.672 | -72 | -80 | -72 | -71 | -76 | -70 | -80 | -67 |
| N | 1723696595.134 | 76.418 | 46.194 | 42.672 | -77 | -81 | -84 | -79 | -83 | -81 | -79 | -62 |
| O | 1723696422.139 | 73.870 | 44.283 | 42.672 | -79 | -80 | -83 | -77 | -85 | -78 | -77 | -63 |
| P | 1723696713.148 | 23.774 | 39.798 | 42.672 | -80 | -80 | -85 | -83 | -78 | -75 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696370.148
- **Target RSSI fingerprint:** [-81, -79, -68, -83, -79, -84, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90703451436982,
5.135636329650879,
42.672000000000004
] | 16 |
32,623 | **[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 | 1724126618.150 | 41.605 | 39.333 | 42.672 | -76 | -100 | -64 | -74 | -72 | -72 | -75 | -57 |
| B | 1724126649.133 | 28.869 | 54.846 | 42.672 | -83 | -82 | -100 | -84 | -81 | -80 | -82 | -80 |
| C | 1724126850.145 | 77.267 | 67.905 | 42.672 | -70 | -71 | -70 | -73 | -100 | -100 | -76 | -100 |
| D | 1724126906.186 | 86.607 | 81.905 | 42.672 | -72 | -76 | -100 | -85 | -81 | -81 | -67 | -71 |
| E | 1724127036.143 | 79.814 | 57.182 | 42.672 | -82 | -81 | -74 | -72 | -84 | -78 | -72 | -75 |
| F | 1724126621.130 | 47.549 | 26.581 | 42.672 | -85 | -100 | -68 | -83 | -70 | -70 | -76 | -55 |
| G | 1724127203.166 | 16.133 | 89.071 | 42.672 | -74 | -100 | -100 | -83 | -83 | -86 | -66 | -81 |
| H | 1724126882.142 | 139.250 | 45.000 | 42.672 | -100 | -73 | -86 | -85 | -78 | -84 | -86 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127153.139
- **Target RSSI fingerprint:** [-87, -76, -73, -74, -100, -67, -100, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.79736327257152,
43.63300323486328,
42.672000000000004
] | 8 |
3,067 | **[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 | 1723006805.152 | 19.528 | 54.382 | 42.672 | -88 | -84 | -71 | -84 | -87 | -73 | -76 | -63 |
| B | 1723006788.162 | 16.981 | 79.715 | 42.672 | -82 | -84 | -81 | -86 | -89 | -80 | -83 | -84 |
| C | 1723006923.149 | 70.472 | 85.979 | 42.672 | -86 | -85 | -91 | -77 | -74 | -70 | -100 | -71 |
| D | 1723006321.156 | 72.170 | 68.621 | 42.672 | -89 | -85 | -84 | -80 | -77 | -81 | -77 | -71 |
| E | 1723006724.145 | 144.341 | 51.582 | 42.672 | -86 | -85 | -88 | -73 | -68 | -77 | -75 | -69 |
| F | 1723006561.173 | 30.566 | 79.171 | 42.672 | -69 | -77 | -76 | -81 | -82 | -70 | -72 | -64 |
| G | 1723006616.152 | 142.642 | 8.599 | 42.672 | -84 | -82 | -86 | -73 | -72 | -85 | -80 | -83 |
| H | 1723006330.145 | 63.680 | 83.351 | 42.672 | -72 | -82 | -81 | -100 | -75 | -74 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006657.136
- **Target RSSI fingerprint:** [-83, -84, -80, -85, -88, -79, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.33998167531428,
38.868937492370605,
42.672000000000004
] | 8 |
270 | **[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 | 1723003149.136 | 64.529 | 10.139 | 51.816 | -83 | -81 | -84 | -86 | -84 | -76 | -64 | -71 |
| B | 1723003213.146 | 11.038 | 49.034 | 51.816 | -90 | -89 | -91 | -89 | -93 | -88 | -80 | -92 |
| C | 1723003394.145 | 129.057 | 46.486 | 51.816 | -91 | -83 | -82 | -79 | -72 | -83 | -78 | -76 |
| D | 1723003493.162 | 81.510 | 19.587 | 51.816 | -81 | -85 | -78 | -86 | -76 | -77 | -69 | -71 |
| E | 1723003362.159 | 39.906 | 9.541 | 51.816 | -82 | -90 | -100 | -87 | -85 | -76 | -70 | -76 |
| F | 1723003227.169 | 6.792 | 88.407 | 51.816 | -83 | -86 | -87 | -88 | -89 | -88 | -82 | -79 |
| G | 1723003436.158 | 5.094 | 73.412 | 51.816 | -84 | -84 | -82 | -83 | -86 | -83 | -74 | -80 |
| H | 1723002835.149 | 132.454 | 13.018 | 51.816 | -79 | -79 | -66 | -73 | -77 | -78 | -100 | -73 |
| I | 1723003273.168 | 134.152 | 9.634 | 51.816 | -79 | -85 | -69 | -83 | -82 | -79 | -79 | -71 |
| J | 1723002821.157 | 124.812 | 83.882 | 51.816 | -81 | -71 | -65 | -71 | -67 | -87 | -100 | -77 |
| K | 1723003219.165 | 3.396 | 78.096 | 51.816 | -83 | -89 | -84 | -94 | -90 | -84 | -76 | -80 |
| L | 1723003423.196 | 19.528 | 43.673 | 51.816 | -86 | -82 | -91 | -72 | -80 | -88 | -78 | -88 |
| M | 1723003341.163 | 8.491 | 68.714 | 51.816 | -83 | -78 | -82 | -86 | -81 | -75 | -77 | -70 |
| N | 1723003482.156 | 106.982 | 66.816 | 51.816 | -84 | -80 | -79 | -79 | -81 | -78 | -58 | -69 |
| O | 1723003033.146 | 123.963 | 94.804 | 51.816 | -86 | -84 | -80 | -85 | -81 | -86 | -64 | -71 |
| P | 1723002916.249 | 25.472 | 11.187 | 51.816 | -82 | -74 | -100 | -76 | -80 | -73 | -80 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003003.145
- **Target RSSI fingerprint:** [-81, -84, -82, -82, -88, -87, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490622164184228,
87.79682159423828,
51.816
] | 16 |
21,970 | **[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 | 1725943093.155 | 7.642 | 50.348 | 60.960 | -77 | -76 | -68 | -73 | -73 | -68 | -77 | -66 |
| B | 1725943047.163 | 101.888 | 47.322 | 60.960 | -67 | -77 | -68 | -76 | -77 | -77 | -78 | -60 |
| C | 1725942939.139 | 104.435 | 34.622 | 60.960 | -73 | -77 | -74 | -73 | -75 | -78 | -75 | -67 |
| D | 1725943079.144 | 33.114 | 49.618 | 60.960 | -78 | -77 | -71 | -73 | -70 | -74 | -76 | -72 |
| E | 1725943521.144 | 63.680 | 10.776 | 60.960 | -81 | -75 | -84 | -80 | -67 | -67 | -68 | -69 |
| F | 1725943335.144 | 100.190 | 8.865 | 60.960 | -74 | -79 | -78 | -74 | -81 | -79 | -78 | -68 |
| G | 1725942901.198 | 33.963 | 21.591 | 60.960 | -100 | -73 | -100 | -77 | -74 | -66 | -64 | -100 |
| H | 1725943191.165 | 8.491 | 15.606 | 60.960 | -75 | -75 | -76 | -73 | -73 | -73 | -68 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943081.160
- **Target RSSI fingerprint:** [-79, -79, -71, -75, -76, -75, -74, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472039765784512,
53.90427589416504,
60.96
] | 8 |
24,038 | **[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 | 1725943186.164 | 33.963 | 12.434 | 60.960 | -74 | -77 | -74 | -73 | -76 | -76 | -71 | -69 |
| B | 1725943098.141 | 1.698 | 26.673 | 60.960 | -68 | -68 | -73 | -72 | -78 | -76 | -68 | -73 |
| C | 1725943192.155 | 5.094 | 16.402 | 60.960 | -75 | -77 | -73 | -76 | -76 | -74 | -71 | -68 |
| D | 1725942992.149 | 8.491 | 17.610 | 60.960 | -77 | -79 | -72 | -68 | -75 | -74 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943470.167
- **Target RSSI fingerprint:** [-75, -77, -76, -76, -75, -77, -68, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90679921928171,
28.265905380249023,
60.96
] | 4 |
8,994 | **[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 | 1723010245.146 | 148.586 | 35.074 | 60.960 | -76 | -70 | -73 | -77 | -82 | -81 | -80 | -81 |
| B | 1723010182.164 | 26.321 | 41.324 | 60.960 | -83 | -90 | -84 | -87 | -78 | -76 | -72 | -66 |
| C | 1723009767.161 | 172.360 | 47.415 | 60.960 | -82 | -79 | -75 | -76 | -82 | -79 | -76 | -74 |
| D | 1723010035.154 | 138.397 | 7.869 | 60.960 | -85 | -88 | -79 | -73 | -77 | -68 | -86 | -60 |
| E | 1723010050.157 | 95.095 | 14.279 | 60.960 | -81 | -86 | -83 | -88 | -90 | -89 | -77 | -79 |
| F | 1723010265.164 | 115.472 | 5.175 | 60.960 | -84 | -88 | -77 | -75 | -75 | -70 | -80 | -67 |
| G | 1723009831.163 | 84.906 | 39.612 | 60.960 | -82 | -84 | -100 | -79 | -79 | -80 | -68 | -100 |
| H | 1723010291.150 | 67.925 | 84.851 | 60.960 | -100 | -85 | -83 | -85 | -76 | -78 | -67 | -78 |
| I | 1723010098.142 | 16.981 | 57.859 | 60.960 | -75 | -76 | -77 | -89 | -66 | -67 | -74 | -75 |
| J | 1723010361.177 | 151.982 | 11.028 | 60.960 | -75 | -75 | -87 | -82 | -86 | -85 | -83 | -61 |
| K | 1723010193.168 | 8.491 | 68.661 | 60.960 | -77 | -78 | -79 | -84 | -80 | -74 | -69 | -82 |
| L | 1723010479.156 | 202.077 | 14.518 | 60.960 | -78 | -73 | -83 | -74 | -75 | -80 | -84 | -64 |
| M | 1723009851.168 | 45.849 | 85.262 | 60.960 | -100 | -100 | -84 | -82 | -79 | -75 | -73 | -78 |
| N | 1723010314.150 | 3.396 | 81.546 | 60.960 | -100 | -81 | -78 | -84 | -88 | -78 | -76 | -85 |
| O | 1723009933.163 | 135.850 | 46.672 | 60.960 | -86 | -89 | -76 | -72 | -71 | -71 | -81 | -66 |
| P | 1723009787.153 | 137.548 | 76.159 | 60.960 | -83 | -75 | -72 | -79 | -79 | -73 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010123.163
- **Target RSSI fingerprint:** [-72, -78, -100, -84, -79, -79, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90622149843377,
9.83335018157959,
60.96
] | 16 |
13,868 | **[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 | 1723010565.155 | 202.926 | 3.065 | 60.960 | -101 | -96 | -94 | -95 | -101 | -99 | -89 | -100 |
| B | 1723010209.138 | 34.812 | 84.347 | 60.960 | -85 | -84 | -84 | -88 | -66 | -82 | -77 | -73 |
| C | 1723010165.182 | 102.737 | 43.208 | 60.960 | -79 | -80 | -76 | -71 | -82 | -71 | -71 | -84 |
| D | 1723010212.154 | 50.095 | 84.784 | 60.960 | -87 | -82 | -84 | -84 | -73 | -83 | -100 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009830.155
- **Target RSSI fingerprint:** [-84, -85, -84, -80, -71, -80, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60434592840244,
34.99398708343506,
60.96
] | 4 |
22,515 | **[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 | 1725937788.147 | 7.642 | 21.896 | 30.480 | -81 | -73 | -75 | -77 | -69 | -77 | -79 | -69 |
| B | 1725937909.162 | 7.642 | 73.465 | 30.480 | -66 | -76 | -76 | -71 | -72 | -62 | -47 | -61 |
| C | 1725938253.135 | 51.793 | 12.912 | 30.480 | -100 | -84 | -82 | -85 | -81 | -82 | -80 | -70 |
| D | 1725938122.146 | 4.245 | 45.796 | 30.480 | -100 | -65 | -65 | -63 | -64 | -60 | -55 | -53 |
| E | 1725937693.152 | 18.679 | 120.482 | 30.480 | -68 | -71 | -67 | -67 | -66 | -64 | -48 | -61 |
| F | 1725938183.166 | 107.832 | 45.292 | 30.480 | -79 | -84 | -84 | -86 | -81 | -86 | -82 | -74 |
| G | 1725937896.151 | 3.396 | 35.220 | 30.480 | -100 | -66 | -68 | -66 | -66 | -67 | -61 | -57 |
| H | 1725937640.131 | 54.340 | 33.999 | 30.480 | -64 | -84 | -84 | -84 | -100 | -81 | -76 | -67 |
| I | 1725937948.134 | 84.907 | 64.693 | 30.480 | -68 | -83 | -86 | -85 | -80 | -82 | -78 | -75 |
| J | 1725938355.154 | 31.416 | 5.401 | 30.480 | -100 | -87 | -84 | -80 | -85 | -78 | -75 | -82 |
| K | 1725938104.149 | 36.510 | 11.054 | 30.480 | -86 | -80 | -79 | -80 | -83 | -75 | -72 | -71 |
| L | 1725937851.183 | 66.227 | 74.765 | 30.480 | -70 | -75 | -79 | -79 | -71 | -85 | -83 | -72 |
| M | 1725937690.147 | 16.132 | 107.716 | 30.480 | -67 | -71 | -72 | -71 | -70 | -72 | -52 | -60 |
| N | 1725937606.138 | 96.794 | 26.620 | 30.480 | -62 | -83 | -85 | -86 | -100 | -85 | -81 | -71 |
| O | 1725937584.139 | 81.511 | 8.228 | 30.480 | -100 | -86 | -81 | -85 | -81 | -85 | -83 | -68 |
| P | 1725938280.139 | 50.095 | 7.591 | 30.480 | -80 | -84 | -83 | -83 | -79 | -82 | -78 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937780.141
- **Target RSSI fingerprint:** [-79, -67, -67, -68, -66, -68, -67, -56]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245340032848179,
27.920875549316406,
30.48
] | 16 |
27,707 | **[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 | 1725937999.164 | 5.943 | 59.611 | 30.480 | -73 | -80 | -77 | -86 | -71 | -68 | -62 | -62 |
| B | 1725937685.166 | 10.189 | 82.183 | 30.480 | -72 | -79 | -82 | -76 | -67 | -64 | -47 | -58 |
| C | 1725937971.157 | 99.341 | 21.750 | 30.480 | -78 | -85 | -87 | -86 | -83 | -65 | -83 | -76 |
| D | 1725937627.153 | 60.284 | 76.623 | 30.480 | -67 | -75 | -76 | -72 | -80 | -70 | -81 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937895.149
- **Target RSSI fingerprint:** [-100, -69, -67, -66, -68, -100, -65, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547204019708907,
29.95124340057373,
30.48
] | 4 |
34,465 | **[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 | 1724130372.122 | 54.342 | 4.525 | 60.960 | -79 | -77 | -81 | -81 | -79 | -72 | -76 | -64 |
| B | 1724129905.123 | 117.174 | 94.153 | 60.960 | -82 | -80 | -80 | -81 | -84 | -75 | -81 | -67 |
| C | 1724129967.121 | 134.156 | 64.507 | 60.960 | -81 | -75 | -73 | -73 | -74 | -72 | -84 | -84 |
| D | 1724130036.113 | 76.418 | 78.136 | 60.960 | -83 | -100 | -78 | -75 | -73 | -84 | -84 | -78 |
| E | 1724130114.145 | 34.813 | 48.994 | 60.960 | -100 | -73 | -74 | -75 | -81 | -75 | -75 | -71 |
| F | 1724130309.121 | 47.549 | 29.261 | 60.960 | -74 | -81 | -83 | -82 | -80 | -72 | -71 | -71 |
| G | 1724129873.134 | 118.023 | 28.531 | 60.960 | -74 | -79 | -84 | -78 | -81 | -67 | -68 | -78 |
| H | 1724130472.130 | 5.944 | 115.983 | 60.960 | -100 | -100 | -84 | -100 | -100 | -100 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130016.147
- **Target RSSI fingerprint:** [-72, -100, -100, -79, -74, -74, -68, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526778274024,
53.32037925720215,
60.96
] | 8 |
26,112 | **[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 | 1725942941.155 | 106.133 | 39.771 | 60.960 | -71 | -74 | -74 | -73 | -66 | -68 | -72 | -68 |
| B | 1725943456.158 | 106.983 | 40.368 | 60.960 | -73 | -74 | -78 | -73 | -71 | -78 | -76 | -61 |
| C | 1725943444.143 | 84.907 | 62.278 | 60.960 | -69 | -78 | -77 | -74 | -79 | -77 | -66 | -65 |
| D | 1725943031.157 | 45.001 | 96.330 | 60.960 | -76 | -79 | -77 | -72 | -79 | -81 | -70 | -68 |
| E | 1725943156.172 | 68.775 | 70.267 | 60.960 | -79 | -73 | -76 | -86 | -76 | -78 | -77 | -79 |
| F | 1725943354.133 | 81.511 | 58.496 | 60.960 | -87 | -67 | -78 | -80 | -73 | -77 | -78 | -79 |
| G | 1725942953.163 | 81.511 | 60.181 | 60.960 | -87 | -73 | -79 | -82 | -72 | -75 | -84 | -83 |
| H | 1725943471.162 | 80.661 | 30.402 | 60.960 | -74 | -76 | -75 | -75 | -76 | -73 | -76 | -68 |
| I | 1725943014.160 | 14.434 | 97.325 | 60.960 | -78 | -78 | -77 | -73 | -77 | -72 | -72 | -74 |
| J | 1725943176.169 | 54.340 | 13.045 | 60.960 | -73 | -78 | -79 | -74 | -78 | -73 | -76 | -65 |
| K | 1725943508.157 | 3.396 | 20.662 | 60.960 | -77 | -79 | -74 | -83 | -76 | -75 | -79 | -82 |
| L | 1725943140.147 | 105.284 | 35.299 | 60.960 | -73 | -73 | -76 | -73 | -71 | -70 | -72 | -66 |
| M | 1725943003.179 | 3.396 | 38.232 | 60.960 | -74 | -77 | -71 | -71 | -75 | -76 | -70 | -69 |
| N | 1725943306.152 | 5.094 | 19.454 | 60.960 | -80 | -75 | -71 | -77 | -72 | -75 | -84 | -76 |
| O | 1725943230.142 | 40.755 | 96.754 | 60.960 | -78 | -79 | -76 | -71 | -82 | -78 | -73 | -71 |
| P | 1725943435.162 | 49.246 | 90.876 | 60.960 | -74 | -80 | -72 | -74 | -78 | -78 | -68 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943192.155
- **Target RSSI fingerprint:** [-75, -76, -74, -73, -76, -68, -77, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094407953156902,
16.40218734741211,
60.96
] | 16 |
18,180 | **[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 | 1722838796.161 | 109.529 | 96.224 | 51.816 | -85 | -81 | -79 | -77 | -80 | -77 | -68 | -76 |
| B | 1722838914.169 | 137.548 | 117.907 | 51.816 | -88 | -87 | -91 | -91 | -81 | -78 | -81 | -85 |
| C | 1722838851.167 | 25.472 | 135.451 | 51.816 | -73 | -81 | -71 | -74 | -80 | -77 | -73 | -72 |
| D | 1722838855.162 | 15.283 | 126.546 | 51.816 | -87 | -88 | -71 | -75 | -81 | -86 | -75 | -74 |
| E | 1722839023.159 | 116.322 | 153.445 | 51.816 | -87 | -86 | -93 | -77 | -84 | -76 | -83 | -72 |
| F | 1722839153.190 | 33.963 | 98.161 | 51.816 | -83 | -83 | -77 | -77 | -81 | -86 | -80 | -71 |
| G | 1722839355.157 | 50.944 | 46.433 | 51.816 | -78 | -84 | -73 | -91 | -74 | -74 | -77 | -84 |
| H | 1722839310.167 | 114.623 | 152.742 | 51.816 | -80 | -76 | -89 | -76 | -85 | -84 | -77 | -78 |
| I | 1722839148.154 | 52.642 | 79.689 | 51.816 | -81 | -72 | -89 | -84 | -82 | -83 | -87 | -70 |
| J | 1722839126.181 | 113.774 | 98.241 | 51.816 | -78 | -81 | -87 | -80 | -71 | -70 | -82 | -79 |
| K | 1722838991.154 | 93.397 | 103.681 | 51.816 | -85 | -81 | -71 | -82 | -79 | -71 | -64 | -68 |
| L | 1722839291.155 | 63.680 | 111.431 | 51.816 | -87 | -84 | -70 | -81 | -83 | -72 | -68 | -75 |
| M | 1722838930.174 | 78.963 | 70.147 | 51.816 | -77 | -69 | -85 | -82 | -69 | -73 | -81 | -79 |
| N | 1722839356.164 | 46.698 | 42.996 | 51.816 | -83 | -84 | -74 | -91 | -76 | -75 | -78 | -85 |
| O | 1722838628.165 | 5.094 | 4.817 | 51.816 | -75 | -68 | -100 | -80 | -79 | -86 | -100 | -80 |
| P | 1722839255.157 | 46.698 | 152.968 | 51.816 | -79 | -84 | -77 | -76 | -83 | -74 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839258.175
- **Target RSSI fingerprint:** [-85, -81, -72, -74, -84, -83, -72, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.6606273346418,
143.4262466430664,
51.816
] | 16 |
4,200 | **[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 | 1723010151.169 | 146.039 | 36.321 | 60.960 | -87 | -82 | -78 | -85 | -82 | -76 | -81 | -70 |
| B | 1723010300.150 | 51.793 | 84.400 | 60.960 | -100 | -100 | -68 | -82 | -80 | -74 | -77 | -77 |
| C | 1723010017.151 | 143.492 | 50.613 | 60.960 | -75 | -71 | -84 | -79 | -78 | -76 | -81 | -78 |
| D | 1723010280.132 | 89.152 | 30.628 | 60.960 | -80 | -89 | -76 | -77 | -77 | -69 | -76 | -80 |
| E | 1723010241.162 | 140.944 | 54.594 | 60.960 | -76 | -71 | -69 | -79 | -81 | -76 | -79 | -77 |
| F | 1723009933.163 | 135.850 | 46.672 | 60.960 | -86 | -89 | -77 | -72 | -71 | -81 | -71 | -66 |
| G | 1723009956.153 | 27.170 | 42.678 | 60.960 | -84 | -90 | -68 | -89 | -80 | -71 | -76 | -69 |
| H | 1723010566.154 | 201.228 | 2.840 | 60.960 | -82 | -78 | -99 | -90 | -87 | -100 | -92 | -87 |
| I | 1723010289.168 | 71.321 | 77.127 | 60.960 | -100 | -83 | -67 | -80 | -75 | -68 | -75 | -72 |
| J | 1723010039.169 | 116.322 | 6.927 | 60.960 | -82 | -87 | -100 | -77 | -75 | -82 | -71 | -70 |
| K | 1723010467.160 | 160.473 | 58.031 | 60.960 | -76 | -71 | -81 | -84 | -85 | -80 | -88 | -77 |
| L | 1723010121.165 | 75.567 | 9.342 | 60.960 | -75 | -79 | -78 | -84 | -80 | -74 | -78 | -65 |
| M | 1723010478.167 | 197.831 | 18.326 | 60.960 | -77 | -72 | -100 | -84 | -86 | -83 | -81 | -62 |
| N | 1723009950.158 | 53.491 | 43.806 | 60.960 | -83 | -87 | -76 | -83 | -81 | -75 | -70 | -68 |
| O | 1723010257.165 | 156.227 | 6.675 | 60.960 | -85 | -83 | -100 | -73 | -73 | -85 | -75 | -60 |
| P | 1723010302.143 | 41.604 | 84.094 | 60.960 | -100 | -100 | -70 | -82 | -79 | -74 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010563.181
- **Target RSSI fingerprint:** [-86, -82, -103, -84, -95, -100, -93, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
205.47305602620972,
4.286332130432129,
60.96
] | 16 |
25,902 | **[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 | 1725938232.178 | 0.000 | 23.290 | 30.480 | -100 | -65 | -66 | -100 | -78 | -100 | -73 | -58 |
| B | 1725937806.149 | 61.133 | 11.333 | 30.480 | -67 | -73 | -80 | -73 | -80 | -100 | -81 | -65 |
| C | 1725938141.162 | 16.981 | 113.488 | 30.480 | -100 | -100 | -70 | -100 | -71 | -68 | -51 | -63 |
| D | 1725938020.149 | 35.661 | 15.553 | 30.480 | -69 | -73 | -78 | -100 | -74 | -100 | -69 | -62 |
| E | 1725937631.166 | 60.284 | 75.124 | 30.480 | -83 | -67 | -83 | -64 | -84 | -85 | -80 | -68 |
| F | 1725937671.143 | 3.396 | 38.842 | 30.480 | -80 | -70 | -67 | -71 | -64 | -77 | -57 | -59 |
| G | 1725937963.153 | 103.586 | 28.823 | 30.480 | -77 | -75 | -84 | -67 | -81 | -62 | -79 | -74 |
| H | 1725937762.140 | 27.170 | 54.581 | 30.480 | -74 | -73 | -65 | -74 | -64 | -64 | -60 | -64 |
| I | 1725937748.155 | 91.699 | 24.205 | 30.480 | -70 | -78 | -84 | -77 | -85 | -59 | -82 | -73 |
| J | 1725938168.158 | 72.171 | 79.529 | 30.480 | -100 | -100 | -81 | -75 | -83 | -68 | -82 | -74 |
| K | 1725937977.148 | 71.322 | 33.893 | 30.480 | -70 | -76 | -79 | -74 | -82 | -60 | -75 | -75 |
| L | 1725938273.152 | 85.756 | 3.530 | 30.480 | -71 | -76 | -81 | -76 | -82 | -84 | -82 | -71 |
| M | 1725937637.158 | 56.888 | 48.331 | 30.480 | -76 | -75 | -82 | -78 | -82 | -62 | -75 | -66 |
| N | 1725937750.147 | 82.360 | 28.093 | 30.480 | -70 | -76 | -82 | -77 | -83 | -59 | -77 | -78 |
| O | 1725937846.149 | 82.360 | 57.182 | 30.480 | -74 | -74 | -82 | -66 | -75 | -74 | -70 | -70 |
| P | 1725938147.153 | 19.529 | 121.344 | 30.480 | -100 | -100 | -76 | -73 | -75 | -83 | -59 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937678.153
- **Target RSSI fingerprint:** [-77, -100, -75, -66, -60, -65, -46, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680065696358,
68.62112522125244,
30.48
] | 16 |
16,468 | **[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 | 1723009819.153 | 98.491 | 5.467 | 60.960 | -87 | -80 | -77 | -88 | -80 | -72 | -80 | -68 |
| B | 1723009785.147 | 134.152 | 85.475 | 60.960 | -83 | -84 | -85 | -80 | -81 | -82 | -82 | -82 |
| C | 1723010079.152 | 28.868 | 84.426 | 60.960 | -100 | -78 | -77 | -100 | -71 | -72 | -66 | -74 |
| D | 1723010011.155 | 133.303 | 81.759 | 60.960 | -77 | -74 | -76 | -72 | -73 | -70 | -64 | -74 |
| E | 1723009890.165 | 50.944 | 6.755 | 60.960 | -80 | -86 | -82 | -85 | -71 | -78 | -68 | -70 |
| F | 1723009879.163 | 36.510 | 24.272 | 60.960 | -75 | -75 | -76 | -79 | -73 | -63 | -69 | -77 |
| G | 1723009926.163 | 143.492 | 44.668 | 60.960 | -87 | -84 | -84 | -86 | -76 | -82 | -70 | -70 |
| H | 1723010560.157 | 207.171 | 6.131 | 60.960 | -99 | -89 | -94 | -93 | -100 | -92 | -100 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010135.150
- **Target RSSI fingerprint:** [-75, -83, -85, -73, -81, -83, -100, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.3405765473374,
11.213469505310059,
60.96
] | 8 |
35,231 | **[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 | 1723691517.132 | 174.912 | 80.020 | 51.816 | -79 | -84 | -100 | -83 | -76 | -79 | -76 | -81 |
| B | 1723691415.285 | 170.666 | 69.338 | 51.816 | -79 | -83 | -75 | -83 | -76 | -78 | -78 | -77 |
| C | 1723691760.150 | 204.630 | 143.347 | 51.816 | -79 | -71 | -72 | -82 | -78 | -76 | -80 | -78 |
| D | 1723691828.157 | 215.668 | 113.488 | 51.816 | -79 | -75 | -75 | -83 | -77 | -77 | -82 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691674.142
- **Target RSSI fingerprint:** [-82, -78, -100, -80, -79, -74, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.137292108769,
0.3450298309326172,
51.816
] | 4 |
31,593 | **[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 | 1723689799.149 | 199.535 | 45.172 | 42.672 | -100 | -84 | -86 | -87 | -77 | -79 | -70 | -73 |
| B | 1723689790.144 | 232.650 | 81.931 | 42.672 | -100 | -89 | -85 | -87 | -89 | -90 | -87 | -89 |
| C | 1723689784.144 | 236.895 | 88.673 | 42.672 | -100 | -86 | -81 | -85 | -82 | -73 | -100 | -86 |
| D | 1723690004.144 | 180.855 | 27.178 | 42.672 | -83 | -80 | -83 | -87 | -89 | -82 | -80 | -82 |
| E | 1723690013.148 | 156.232 | 1.407 | 42.672 | -73 | -78 | -81 | -85 | -77 | -84 | -80 | -76 |
| F | 1723690163.143 | 191.044 | 84.891 | 42.672 | -88 | -86 | -100 | -84 | -90 | -87 | -83 | -90 |
| G | 1723690116.151 | 180.006 | 111.020 | 42.672 | -100 | -85 | -100 | -90 | -86 | -88 | -89 | -83 |
| H | 1723689623.167 | 143.496 | 34.118 | 42.672 | -77 | -84 | -78 | -84 | -78 | -84 | -69 | -66 |
| I | 1723690332.156 | 5.095 | 68.940 | 42.672 | -88 | -104 | -98 | -95 | -100 | -92 | -101 | -98 |
| J | 1723690219.149 | 155.383 | 1.924 | 42.672 | -80 | -93 | -89 | -86 | -87 | -86 | -70 | -76 |
| K | 1723690241.178 | 53.492 | 48.928 | 42.672 | -74 | -88 | -82 | -80 | -100 | -83 | -69 | -74 |
| L | 1723689674.338 | 200.384 | 51.117 | 42.672 | -100 | -83 | -85 | -84 | -86 | -78 | -78 | -83 |
| M | 1723690158.153 | 174.063 | 67.427 | 42.672 | -86 | -86 | -87 | -81 | -81 | -76 | -75 | -77 |
| N | 1723689900.159 | 213.121 | 125.790 | 42.672 | -100 | -79 | -80 | -82 | -64 | -74 | -100 | -69 |
| O | 1723689978.154 | 224.159 | 111.192 | 42.672 | -87 | -86 | -83 | -86 | -91 | -87 | -100 | -89 |
| P | 1723690222.159 | 143.496 | 7.684 | 42.672 | -76 | -92 | -82 | -85 | -85 | -81 | -68 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689939.138
- **Target RSSI fingerprint:** [-85, -82, -75, -80, -85, -75, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.7592282771726,
56.53181076049805,
42.672000000000004
] | 16 |
3,855 | **[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 | 1722828624.151 | 106.133 | 39.360 | 42.672 | -79 | -91 | -89 | -80 | -77 | -80 | -77 | -69 |
| B | 1722828556.144 | 13.585 | 66.365 | 42.672 | -96 | -92 | -85 | -85 | -83 | -85 | -80 | -84 |
| C | 1722828924.146 | 87.453 | 105.221 | 42.672 | -88 | -86 | -89 | -77 | -80 | -79 | -75 | -76 |
| D | 1722829020.143 | 109.529 | 38.763 | 42.672 | -87 | -92 | -86 | -81 | -76 | -79 | -77 | -66 |
| E | 1722828942.156 | 48.397 | 96.024 | 42.672 | -92 | -81 | -87 | -84 | -80 | -77 | -80 | -84 |
| F | 1722828825.164 | 97.642 | 27.218 | 42.672 | -93 | -97 | -88 | -82 | -75 | -80 | -77 | -67 |
| G | 1722828599.153 | 100.189 | 93.861 | 42.672 | -77 | -80 | -89 | -85 | -79 | -75 | -73 | -71 |
| H | 1722828834.179 | 69.623 | 7.790 | 42.672 | -90 | -91 | -85 | -84 | -73 | -75 | -80 | -72 |
| I | 1722828692.150 | 84.906 | 48.304 | 42.672 | -81 | -82 | -77 | -78 | -85 | -84 | -79 | -86 |
| J | 1722829008.200 | 124.812 | 67.493 | 42.672 | -80 | -74 | -86 | -81 | -80 | -75 | -79 | -72 |
| K | 1722828860.152 | 0.000 | 56.120 | 42.672 | -100 | -88 | -76 | -94 | -100 | -83 | -89 | -100 |
| L | 1722829028.144 | 75.567 | 12.235 | 42.672 | -97 | -91 | -87 | -93 | -77 | -83 | -85 | -79 |
| M | 1722828888.145 | 78.963 | 51.184 | 42.672 | -89 | -89 | -77 | -81 | -87 | -87 | -83 | -89 |
| N | 1722829001.147 | 101.888 | 90.305 | 42.672 | -88 | -73 | -88 | -86 | -80 | -79 | -76 | -69 |
| O | 1722828476.150 | 31.415 | 86.549 | 42.672 | -93 | -87 | -82 | -82 | -87 | -87 | -80 | -84 |
| P | 1722828607.162 | 106.133 | 88.925 | 42.672 | -86 | -78 | -87 | -87 | -83 | -79 | -76 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828589.168
- **Target RSSI fingerprint:** [-96, -91, -79, -85, -87, -91, -74, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83062958439025,
63.61819267272949,
42.672000000000004
] | 16 |
9,197 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839351.173 | 66.227 | 59.584 | 51.816 | -73 | -68 | -85 | -71 | -71 | -73 | -81 | -73 |
| B | 1722838921.155 | 113.774 | 98.546 | 51.816 | -84 | -84 | -85 | -74 | -74 | -93 | -85 | -85 |
| C | 1722838836.176 | 80.661 | 182.521 | 51.816 | -74 | -82 | -83 | -82 | -78 | -89 | -77 | -77 |
| D | 1722839265.179 | 14.434 | 125.219 | 51.816 | -78 | -81 | -72 | -77 | -86 | -77 | -71 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838947.174
- **Target RSSI fingerprint:** [-83, -78, -78, -82, -85, -79, -70, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.207815001401926,
96.38275623321533,
51.816
] | 4 |
9,786 | **[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 | -93 | -88 | -85 | -86 | -83 | -76 | -82 | -84 |
| B | 1731999897.246 | 56.038 | 101.850 | 42.672 | -91 | -87 | -85 | -85 | -83 | -74 | -82 | -86 |
| C | 1732000069.225 | 99.340 | 197.596 | 42.672 | -80 | -89 | -83 | -89 | -80 | -87 | -77 | -83 |
| D | 1732000108.256 | 55.189 | 102.978 | 42.672 | -90 | -89 | -92 | -95 | -86 | -87 | -86 | -88 |
| E | 1731999829.251 | 137.548 | 119.234 | 42.672 | -82 | -84 | -91 | -84 | -86 | -86 | -74 | -83 |
| F | 1731999668.221 | 56.887 | 166.570 | 42.672 | -89 | -87 | -86 | -90 | -74 | -89 | -75 | -67 |
| G | 1731999740.238 | 131.605 | 111.484 | 42.672 | -74 | -82 | -83 | -78 | -77 | -75 | -75 | -61 |
| H | 1731999992.246 | 39.906 | 150.526 | 42.672 | -92 | -92 | -91 | -79 | -82 | -78 | -81 | -80 |
| I | 1731999953.233 | 101.888 | 86.390 | 42.672 | -80 | -81 | -66 | -76 | -100 | -75 | -100 | -68 |
| J | 1732000053.214 | 116.322 | 170.989 | 42.672 | -87 | -89 | -82 | -79 | -89 | -80 | -87 | -88 |
| K | 1731999865.231 | 96.793 | 198.658 | 42.672 | -82 | -86 | -80 | -84 | -78 | -80 | -77 | -80 |
| L | 1731999517.224 | 4.245 | 12.899 | 42.672 | -100 | -87 | -86 | -85 | -77 | -88 | -78 | -81 |
| M | 1731999626.215 | 95.095 | 101.067 | 42.672 | -80 | -82 | -90 | -82 | -86 | -86 | -83 | -89 |
| N | 1731999387.217 | 5.943 | 11.758 | 42.672 | -100 | -89 | -95 | -104 | -98 | -99 | -96 | -91 |
| O | 1731999758.214 | 79.812 | 69.152 | 42.672 | -100 | -79 | -79 | -77 | -89 | -72 | -87 | -87 |
| P | 1731999702.241 | 52.642 | 104.279 | 42.672 | -88 | -90 | -88 | -82 | -84 | -76 | -77 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999623.222
- **Target RSSI fingerprint:** [-84, -80, -89, -82, -82, -85, -75, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69875939003937,
94.21968460083008,
42.672000000000004
] | 16 |
27,452 | **[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 | 1725939359.154 | 60.284 | 88.487 | 42.672 | -77 | -81 | -74 | -80 | -79 | -75 | -76 | -66 |
| B | 1725939583.153 | 101.888 | 31.690 | 42.672 | -75 | -71 | -62 | -74 | -70 | -75 | -73 | -58 |
| C | 1725939786.186 | 104.435 | 42.306 | 42.672 | -72 | -73 | -73 | -72 | -72 | -75 | -69 | -59 |
| D | 1725939832.152 | 0.849 | 29.858 | 42.672 | -74 | -83 | -79 | -75 | -73 | -77 | -76 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939795.146
- **Target RSSI fingerprint:** [-84, -77, -75, -78, -80, -82, -75, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58629854016283,
26.129374504089355,
42.672000000000004
] | 4 |
40,028 | **[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 | 1724128786.172 | 45.851 | 20.795 | 51.816 | -77 | -80 | -100 | -80 | -72 | -74 | -66 | -78 |
| B | 1724128822.133 | 88.305 | 48.901 | 51.816 | -76 | -79 | -62 | -78 | -84 | -79 | -77 | -68 |
| C | 1724128979.152 | 28.869 | 58.721 | 51.816 | -76 | -75 | -100 | -80 | -83 | -78 | -65 | -73 |
| D | 1724128644.136 | 93.399 | 25.758 | 51.816 | -78 | -80 | -62 | -79 | -82 | -83 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128989.136
- **Target RSSI fingerprint:** [-82, -88, -100, -81, -80, -82, -66, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.189032046263309,
105.00850200653076,
51.816
] | 4 |
11,209 | **[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 | 1722828993.167 | 93.397 | 91.393 | 42.672 | -87 | -90 | -79 | -82 | -85 | -89 | -77 | -74 |
| B | 1722828829.142 | 80.661 | 14.876 | 42.672 | -93 | -96 | -83 | -78 | -87 | -87 | -71 | -86 |
| C | 1722828706.147 | 117.171 | 55.537 | 42.672 | -89 | -87 | -88 | -80 | -81 | -78 | -80 | -80 |
| D | 1722828777.158 | 33.113 | 37.635 | 42.672 | -84 | -84 | -100 | -100 | -86 | -92 | -100 | -75 |
| E | 1722828582.162 | 31.415 | 40.568 | 42.672 | -93 | -91 | -89 | -89 | -94 | -79 | -91 | -86 |
| F | 1722828645.147 | 50.944 | 12.992 | 42.672 | -88 | -89 | -87 | -84 | -82 | -74 | -78 | -81 |
| G | 1722828893.161 | 91.699 | 41.324 | 42.672 | -90 | -83 | -86 | -88 | -82 | -82 | -81 | -81 |
| H | 1722828695.136 | 93.397 | 40.926 | 42.672 | -89 | -83 | -84 | -88 | -79 | -83 | -86 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828839.150
- **Target RSSI fingerprint:** [-88, -87, -88, -78, -80, -73, -85, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.5287547082927,
9.581212997436523,
42.672000000000004
] | 8 |
44,294 | **[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 | 1724123399.131 | 10.189 | 42.080 | 60.960 | -82 | -82 | -80 | -79 | -71 | -79 | -80 | -66 |
| B | 1724123391.127 | 41.605 | 57.792 | 60.960 | -83 | -78 | -79 | -79 | -74 | -77 | -69 | -63 |
| C | 1724123568.161 | 33.963 | 58.469 | 60.960 | -74 | -78 | -76 | -83 | -72 | -73 | -65 | -63 |
| D | 1724123159.143 | 88.305 | 88.898 | 60.960 | -82 | -84 | -77 | -86 | -84 | -70 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123078.117
- **Target RSSI fingerprint:** [-72, -73, -77, -73, -82, -77, -73, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17229630549429,
25.134096145629883,
60.96
] | 4 |
15,086 | **[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 | 1722829001.147 | 101.888 | 90.305 | 42.672 | -73 | -94 | -86 | -80 | -79 | -69 | -76 | -88 |
| B | 1722828921.154 | 97.642 | 94.392 | 42.672 | -96 | -99 | -81 | -84 | -81 | -82 | -75 | -90 |
| C | 1722828967.166 | 13.585 | 52.657 | 42.672 | -86 | -79 | -86 | -86 | -89 | -88 | -74 | -75 |
| D | 1722828505.150 | 98.491 | 35.551 | 42.672 | -87 | -88 | -84 | -84 | -79 | -87 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829065.149
- **Target RSSI fingerprint:** [-85, -78, -82, -100, -100, -100, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98156702243904,
9.07693862915039,
42.672000000000004
] | 4 |
17,661 | **[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 | 1722828470.151 | 11.038 | 69.139 | 42.672 | -86 | -90 | -82 | -88 | -90 | -84 | -77 | -79 |
| B | 1722829016.152 | 125.661 | 58.257 | 42.672 | -100 | -87 | -79 | -100 | -100 | -100 | -84 | -78 |
| C | 1722828953.150 | 6.793 | 59.106 | 42.672 | -82 | -90 | -84 | -82 | -81 | -86 | -84 | -77 |
| D | 1722828977.151 | 22.076 | 46.911 | 42.672 | -89 | -88 | -89 | -85 | -82 | -86 | -79 | -79 |
| E | 1722828611.165 | 119.718 | 71.328 | 42.672 | -100 | -76 | -81 | -84 | -81 | -73 | -87 | -80 |
| F | 1722828655.151 | 7.642 | 45.624 | 42.672 | -72 | -87 | -81 | -83 | -83 | -84 | -75 | -76 |
| G | 1722828512.142 | 118.869 | 53.480 | 42.672 | -100 | -78 | -79 | -79 | -80 | -79 | -79 | -77 |
| H | 1722828978.157 | 22.925 | 46.526 | 42.672 | -88 | -85 | -90 | -85 | -80 | -81 | -81 | -77 |
| I | 1722828863.157 | 5.094 | 62.119 | 42.672 | -87 | -89 | -82 | -89 | -89 | -91 | -76 | -79 |
| J | 1722829084.153 | 63.680 | 8.573 | 42.672 | -81 | -85 | -81 | -80 | -81 | -88 | -85 | -79 |
| K | 1722828975.145 | 22.076 | 47.203 | 42.672 | -79 | -89 | -98 | -81 | -86 | -91 | -91 | -87 |
| L | 1722828598.167 | 98.491 | 92.362 | 42.672 | -84 | -81 | -85 | -80 | -74 | -75 | -90 | -73 |
| M | 1722828436.159 | 66.227 | 10.046 | 42.672 | -88 | -96 | -93 | -81 | -82 | -75 | -87 | -89 |
| N | 1722828686.144 | 58.585 | 71.023 | 42.672 | -81 | -81 | -84 | -80 | -76 | -70 | -76 | -73 |
| O | 1722828920.143 | 101.038 | 90.730 | 42.672 | -100 | -96 | -83 | -83 | -81 | -81 | -90 | -75 |
| P | 1722828768.164 | 16.981 | 46.420 | 42.672 | -85 | -87 | -85 | -89 | -88 | -84 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828647.141
- **Target RSSI fingerprint:** [-88, -88, -89, -85, -86, -74, -74, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60406553560976,
19.89229679107666,
42.672000000000004
] | 16 |
43,397 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127016.147 | 30.567 | 56.930 | 42.672 | -88 | -100 | -83 | -76 | -77 | -78 | -79 | -71 |
| B | 1724127129.143 | 75.569 | 45.199 | 42.672 | -90 | -85 | -100 | -80 | -82 | -76 | -81 | -65 |
| C | 1724127163.153 | 118.872 | 29.739 | 42.672 | -100 | -92 | -87 | -87 | -100 | -83 | -85 | -100 |
| D | 1724127100.151 | 43.303 | 60.977 | 42.672 | -100 | -87 | -77 | -85 | -74 | -82 | -84 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127157.135
- **Target RSSI fingerprint:** [-100, -82, -72, -71, -100, -82, -83, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827726495132,
41.814961433410645,
42.672000000000004
] | 4 |
41,160 | **[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 | 1723693123.180 | 180.006 | 57.753 | 60.960 | -73 | -80 | -84 | -82 | -74 | -81 | -75 | -80 |
| B | 1723693210.166 | 139.250 | 40.090 | 60.960 | -77 | -74 | -77 | -69 | -78 | -78 | -74 | -61 |
| C | 1723693191.153 | 118.872 | 61.760 | 60.960 | -100 | -85 | -78 | -81 | -79 | -79 | -70 | -67 |
| D | 1723693689.157 | 95.947 | 25.267 | 60.960 | -79 | -83 | -79 | -90 | -81 | -76 | -70 | -70 |
| E | 1723693304.169 | 150.288 | 88.925 | 60.960 | -76 | -76 | -78 | -72 | -76 | -76 | -75 | -66 |
| F | 1723693659.147 | 188.497 | 41.178 | 60.960 | -100 | -80 | -80 | -82 | -82 | -74 | -72 | -82 |
| G | 1723693303.140 | 146.043 | 85.395 | 60.960 | -79 | -78 | -80 | -73 | -81 | -77 | -76 | -65 |
| H | 1723692891.137 | 7.642 | 67.626 | 60.960 | -100 | -100 | -100 | -85 | -94 | -94 | -100 | -72 |
| I | 1723693098.176 | 128.212 | 66.471 | 60.960 | -76 | -75 | -80 | -77 | -78 | -77 | -74 | -64 |
| J | 1723693686.146 | 109.532 | 18.645 | 60.960 | -80 | -84 | -80 | -90 | -81 | -79 | -73 | -76 |
| K | 1723693059.156 | 101.890 | 27.443 | 60.960 | -80 | -73 | -77 | -100 | -80 | -75 | -76 | -73 |
| L | 1723693138.161 | 206.328 | 58.536 | 60.960 | -79 | -82 | -81 | -63 | -82 | -76 | -78 | -65 |
| M | 1723693214.159 | 154.534 | 52.736 | 60.960 | -77 | -75 | -79 | -68 | -80 | -76 | -75 | -62 |
| N | 1723693119.156 | 172.364 | 74.925 | 60.960 | -73 | -78 | -80 | -84 | -70 | -79 | -73 | -79 |
| O | 1723693272.158 | 146.892 | 0.133 | 60.960 | -77 | -76 | -75 | -81 | -80 | -77 | -71 | -76 |
| P | 1723693162.141 | 204.630 | 129.811 | 60.960 | -78 | -100 | -77 | -67 | -73 | -77 | -78 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693706.161
- **Target RSSI fingerprint:** [-100, -100, -100, -80, -73, -74, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.67988947448423,
61.82669162750244,
60.96
] | 16 |
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