id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
4,508 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003403.137 | 117.171 | 48.888 | 51.816 | -79 | -78 | -81 | -84 | -75 | -79 | -84 | -64 |
| B | 1723002851.175 | 81.510 | 7.962 | 51.816 | -76 | -78 | -79 | -75 | -72 | -74 | -83 | -67 |
| C | 1723003264.166 | 128.208 | 53.453 | 51.816 | -88 | -88 | -80 | -89 | -85 | -64 | -72 | -68 |
| D | 1723003248.152 | 112.925 | 94.432 | 51.816 | -83 | -81 | -73 | -77 | -80 | -77 | -68 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002917.142
- **Target RSSI fingerprint:** [-72, -71, -100, -100, -75, -100, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.471866492552685,
10.151839256286621,
51.816
] | 4 |
31,669 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698350.138 | 25.473 | 26.541 | 51.816 | -88 | -81 | -78 | -100 | -86 | -80 | -72 | -67 |
| B | 1723698312.144 | 124.816 | 46.539 | 51.816 | -69 | -83 | -80 | -72 | -72 | -78 | -76 | -78 |
| C | 1723698130.138 | 118.872 | 43.195 | 51.816 | -69 | -79 | -73 | -74 | -71 | -73 | -74 | -78 |
| D | 1723698411.148 | 82.361 | 22.135 | 51.816 | -79 | -78 | -76 | -72 | -80 | -71 | -73 | -64 |
| E | 1723698013.140 | 34.813 | 59.624 | 51.816 | -87 | -80 | -78 | -79 | -77 | -77 | -75 | -75 |
| F | 1723698427.152 | 56.889 | 66.405 | 51.816 | -85 | -75 | -73 | -77 | -78 | -80 | -67 | -67 |
| G | 1723698313.136 | 123.967 | 47.641 | 51.816 | -78 | -82 | -79 | -78 | -81 | -82 | -77 | -76 |
| H | 1723698120.153 | 73.021 | 19.348 | 51.816 | -70 | -80 | -74 | -78 | -72 | -73 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697796.138
- **Target RSSI fingerprint:** [-94, -100, -100, -100, -89, -95, -97, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396343377028761,
60.950846672058105,
51.816
] | 8 |
14,774 | **[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 | 1722833450.143 | 24.623 | 80.432 | 60.960 | -80 | -85 | -100 | -79 | -80 | -86 | -77 | -87 |
| B | 1722833719.176 | 66.227 | 115.399 | 60.960 | -78 | -81 | -100 | -100 | -85 | -100 | -79 | -83 |
| C | 1722833461.182 | 40.755 | 89.482 | 60.960 | -90 | -87 | -85 | -86 | -82 | -88 | -84 | -89 |
| D | 1722833980.192 | 113.774 | 81.148 | 60.960 | -82 | -88 | -83 | -80 | -83 | -81 | -91 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833750.149
- **Target RSSI fingerprint:** [-88, -92, -86, -88, -78, -87, -80, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415314575422556,
36.95800304412842,
60.96
] | 4 |
29,896 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693214.159 | 154.534 | 52.736 | 60.960 | -75 | -82 | -80 | -79 | -68 | -76 | -75 | -62 |
| B | 1723693031.151 | 9.340 | 70.267 | 60.960 | -100 | -70 | -100 | -74 | -79 | -100 | -76 | -68 |
| C | 1723693191.153 | 118.872 | 61.760 | 60.960 | -85 | -83 | -79 | -78 | -81 | -79 | -70 | -67 |
| D | 1723693259.173 | 187.648 | 40.461 | 60.960 | -77 | -84 | -79 | -76 | -79 | -76 | -73 | -80 |
| E | 1723693268.158 | 153.685 | 7.577 | 60.960 | -82 | -83 | -83 | -77 | -81 | -76 | -71 | -77 |
| F | 1723693573.143 | 184.252 | 116.726 | 60.960 | -78 | -83 | -81 | -82 | -87 | -78 | -79 | -81 |
| G | 1723693419.157 | 171.515 | 66.392 | 60.960 | -77 | -81 | -81 | -77 | -66 | -76 | -75 | -64 |
| H | 1723693708.152 | 10.189 | 65.662 | 60.960 | -100 | -79 | -80 | -78 | -83 | -76 | -77 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693638.153
- **Target RSSI fingerprint:** [-76, -81, -72, -83, -79, -77, -78, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
219.9132442677916,
101.50512218475342,
60.96
] | 8 |
11,829 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840964.148 | 54.340 | 102.925 | 60.960 | -83 | -83 | -72 | -85 | -80 | -72 | -72 | -72 |
| B | 1722841151.151 | 14.434 | 121.968 | 60.960 | -81 | -83 | -73 | -83 | -73 | -80 | -77 | -78 |
| C | 1722841239.171 | 30.566 | 103.217 | 60.960 | -81 | -85 | -75 | -80 | -72 | -79 | -79 | -67 |
| D | 1722841172.169 | 65.378 | 110.502 | 60.960 | -82 | -83 | -77 | -84 | -81 | -72 | -74 | -71 |
| E | 1722841150.144 | 12.736 | 123.733 | 60.960 | -85 | -85 | -85 | -80 | -83 | -77 | -81 | -84 |
| F | 1722841400.169 | 125.661 | 136.857 | 60.960 | -80 | -71 | -86 | -74 | -73 | -70 | -79 | -67 |
| G | 1722840826.202 | 35.661 | 97.060 | 60.960 | -79 | -72 | -78 | -81 | -76 | -83 | -79 | -68 |
| H | 1722840981.184 | 114.623 | 154.162 | 60.960 | -79 | -70 | -87 | -77 | -70 | -78 | -71 | -68 |
| I | 1722840857.159 | 51.793 | 152.676 | 60.960 | -77 | -86 | -73 | -100 | -76 | -73 | -69 | -74 |
| J | 1722841405.153 | 136.699 | 118.412 | 60.960 | -77 | -84 | -90 | -77 | -73 | -73 | -78 | -71 |
| K | 1722841424.172 | 83.208 | 71.288 | 60.960 | -88 | -83 | -82 | -70 | -83 | -73 | -75 | -80 |
| L | 1722840804.166 | 39.906 | 42.412 | 60.960 | -91 | -100 | -72 | -81 | -86 | -77 | -78 | -78 |
| M | 1722841103.153 | 128.208 | 129.877 | 60.960 | -83 | -83 | -90 | -77 | -87 | -78 | -78 | -74 |
| N | 1722840948.166 | 20.378 | 114.921 | 60.960 | -78 | -79 | -73 | -74 | -71 | -85 | -78 | -72 |
| O | 1722841298.160 | 130.756 | 114.192 | 60.960 | -81 | -84 | -88 | -77 | -75 | -80 | -69 | -76 |
| P | 1722840899.167 | 121.416 | 138.450 | 60.960 | -81 | -74 | -81 | -71 | -77 | -77 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840923.150
- **Target RSSI fingerprint:** [-86, -81, -89, -80, -82, -75, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125430106521,
176.8543291091919,
60.96
] | 16 |
12,236 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003174.148 | 129.907 | 36.308 | 51.816 | -86 | -81 | -81 | -84 | -78 | -74 | -74 | -81 |
| B | 1723003486.154 | 97.642 | 49.379 | 51.816 | -100 | -86 | -80 | -75 | -85 | -84 | -71 | -60 |
| C | 1723002946.154 | 134.152 | 12.514 | 51.816 | -81 | -74 | -78 | -82 | -74 | -71 | -71 | -78 |
| D | 1723002916.249 | 25.472 | 11.187 | 51.816 | -72 | -80 | -73 | -85 | -74 | -76 | -72 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002888.139
- **Target RSSI fingerprint:** [-72, -76, -86, -74, -72, -68, -83, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.7171775746448,
87.33235836029053,
51.816
] | 4 |
30,883 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693265.178 | 165.572 | 18.499 | 60.960 | -82 | -78 | -84 | -84 | -82 | -76 | -72 | -80 |
| B | 1723693375.146 | 177.459 | 111.763 | 60.960 | -78 | -78 | -78 | -69 | -83 | -74 | -75 | -75 |
| C | 1723693060.141 | 106.985 | 25.280 | 60.960 | -82 | -74 | -100 | -75 | -79 | -76 | -80 | -73 |
| D | 1723693043.140 | 28.869 | 62.835 | 60.960 | -100 | -100 | -90 | -76 | -77 | -73 | -84 | -76 |
| E | 1723693189.157 | 121.419 | 64.162 | 60.960 | -78 | -76 | -83 | -80 | -80 | -76 | -70 | -68 |
| F | 1723692888.171 | 5.095 | 67.759 | 60.960 | -96 | -100 | -82 | -100 | -100 | -99 | -100 | -72 |
| G | 1723693202.141 | 131.608 | 37.529 | 60.960 | -82 | -78 | -100 | -78 | -81 | -100 | -69 | -74 |
| H | 1723693184.139 | 140.948 | 79.795 | 60.960 | -80 | -78 | -77 | -83 | -79 | -78 | -71 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693072.142
- **Target RSSI fingerprint:** [-78, -73, -80, -82, -74, -69, -100, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
153.684545221893,
3.1583499908447266,
60.96
] | 8 |
15,675 | **[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 | 1723006515.142 | 148.586 | 6.967 | 42.672 | -72 | -86 | -79 | -80 | -86 | -84 | -78 | -83 |
| B | 1723006509.148 | 157.077 | 8.413 | 42.672 | -79 | -78 | -78 | -78 | -72 | -72 | -73 | -79 |
| C | 1723006654.140 | 69.623 | 39.294 | 42.672 | -90 | -77 | -81 | -86 | -83 | -86 | -77 | -63 |
| D | 1723006388.143 | 125.661 | 8.453 | 42.672 | -85 | -86 | -83 | -77 | -71 | -71 | -79 | -84 |
| E | 1723006494.158 | 137.548 | 79.251 | 42.672 | -83 | -74 | -80 | -82 | -79 | -74 | -72 | -67 |
| F | 1723006864.156 | 145.190 | 39.811 | 42.672 | -81 | -81 | -83 | -85 | -85 | -82 | -69 | -80 |
| G | 1723006758.144 | 92.548 | 16.256 | 42.672 | -92 | -100 | -92 | -86 | -82 | -84 | -79 | -81 |
| H | 1723006474.129 | 74.717 | 87.253 | 42.672 | -86 | -74 | -89 | -100 | -80 | -73 | -78 | -70 |
| I | 1723006956.168 | 173.209 | 43.421 | 42.672 | -88 | -100 | -88 | -81 | -75 | -68 | -65 | -79 |
| J | 1723006827.157 | 73.019 | 9.024 | 42.672 | -84 | -77 | -85 | -78 | -76 | -80 | -74 | -81 |
| K | 1723006453.205 | 2.547 | 74.964 | 42.672 | -87 | -77 | -78 | -87 | -86 | -91 | -83 | -76 |
| L | 1723006581.155 | 19.528 | 51.463 | 42.672 | -71 | -71 | -72 | -80 | -85 | -89 | -77 | -62 |
| M | 1723006422.152 | 103.586 | 39.068 | 42.672 | -77 | -100 | -84 | -80 | -86 | -88 | -77 | -81 |
| N | 1723006603.145 | 76.416 | 9.422 | 42.672 | -86 | -83 | -83 | -80 | -79 | -83 | -73 | -83 |
| O | 1723006759.158 | 90.850 | 20.927 | 42.672 | -86 | -100 | -89 | -85 | -81 | -79 | -80 | -78 |
| P | 1723006689.144 | 26.321 | 81.626 | 42.672 | -83 | -64 | -81 | -78 | -68 | -67 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006652.151
- **Target RSSI fingerprint:** [-86, -82, -83, -79, -86, -87, -76, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184808561784,
39.46610450744629,
42.672000000000004
] | 16 |
25,380 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940972.162 | 95.096 | 14.650 | 51.816 | -85 | -78 | -75 | -76 | -71 | -71 | -66 | -69 |
| B | 1725940943.165 | 4.245 | 45.040 | 51.816 | -79 | -77 | -77 | -82 | -77 | -78 | -74 | -63 |
| C | 1725940884.138 | 72.171 | 84.546 | 51.816 | -67 | -79 | -80 | -75 | -75 | -83 | -81 | -65 |
| D | 1725941024.175 | 52.642 | 23.117 | 51.816 | -81 | -78 | -80 | -79 | -75 | -72 | -74 | -66 |
| E | 1725941381.144 | 93.397 | 16.601 | 51.816 | -85 | -80 | -77 | -74 | -100 | -74 | -72 | -68 |
| F | 1725941324.154 | 39.906 | 59.000 | 51.816 | -85 | -75 | -74 | -76 | -71 | -71 | -75 | -69 |
| G | 1725941307.170 | 107.832 | 39.241 | 51.816 | -74 | -75 | -80 | -80 | -79 | -76 | -78 | -60 |
| H | 1725940946.152 | 1.698 | 33.932 | 51.816 | -76 | -74 | -100 | -73 | -66 | -65 | -76 | -63 |
| I | 1725941331.159 | 10.189 | 73.160 | 51.816 | -82 | -69 | -73 | -77 | -72 | -76 | -75 | -64 |
| J | 1725940782.142 | 107.832 | 7.975 | 51.816 | -85 | -77 | -73 | -72 | -74 | -75 | -78 | -63 |
| K | 1725940973.165 | 96.794 | 14.305 | 51.816 | -86 | -81 | -77 | -76 | -73 | -64 | -67 | -69 |
| L | 1725940812.176 | 63.680 | 72.576 | 51.816 | -71 | -76 | -78 | -78 | -77 | -76 | -76 | -62 |
| M | 1725940829.147 | 49.246 | 21.113 | 51.816 | -84 | -82 | -81 | -80 | -76 | -72 | -73 | -69 |
| N | 1725940951.158 | 1.698 | 31.663 | 51.816 | -87 | -84 | -78 | -82 | -76 | -77 | -74 | -82 |
| O | 1725940788.166 | 107.832 | 41.735 | 51.816 | -71 | -100 | -72 | -72 | -76 | -74 | -66 | -63 |
| P | 1725941153.148 | 0.000 | 28.929 | 51.816 | -84 | -83 | -78 | -78 | -75 | -74 | -74 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941121.150
- **Target RSSI fingerprint:** [-86, -78, -73, -77, -77, -74, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.43476296255833,
49.39234733581543,
51.816
] | 16 |
21,966 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943461.163 | 105.284 | 22.281 | 60.960 | -82 | -73 | -73 | -77 | -72 | -76 | -78 | -60 |
| B | 1725943068.161 | 83.209 | 25.904 | 60.960 | -82 | -75 | -74 | -75 | -73 | -73 | -74 | -69 |
| C | 1725943294.138 | 5.094 | 43.447 | 60.960 | -80 | -67 | -73 | -76 | -73 | -74 | -75 | -64 |
| D | 1725943326.154 | 97.643 | 0.584 | 60.960 | -100 | -84 | -73 | -74 | -72 | -66 | -70 | -67 |
| E | 1725943425.153 | 18.679 | 115.505 | 60.960 | -77 | -78 | -80 | -78 | -77 | -71 | -71 | -80 |
| F | 1725943008.154 | 8.491 | 66.604 | 60.960 | -65 | -72 | -73 | -79 | -74 | -78 | -78 | -74 |
| G | 1725943481.168 | 35.661 | 50.122 | 60.960 | -80 | -71 | -75 | -75 | -77 | -76 | -78 | -72 |
| H | 1725942913.152 | 36.510 | 21.299 | 60.960 | -82 | -83 | -83 | -76 | -72 | -68 | -73 | -81 |
| I | 1725943147.147 | 101.888 | 40.740 | 60.960 | -79 | -80 | -79 | -70 | -100 | -79 | -75 | -70 |
| J | 1725942804.160 | 34.812 | 7.272 | 60.960 | -82 | -100 | -100 | -81 | -76 | -100 | -75 | -100 |
| K | 1725943503.160 | 0.849 | 20.715 | 60.960 | -77 | -71 | -76 | -77 | -76 | -71 | -71 | -69 |
| L | 1725943218.160 | 17.830 | 111.684 | 60.960 | -65 | -79 | -75 | -78 | -75 | -78 | -76 | -77 |
| M | 1725942991.160 | 12.736 | 16.296 | 60.960 | -81 | -76 | -75 | -77 | -72 | -77 | -77 | -72 |
| N | 1725943081.160 | 25.472 | 53.904 | 60.960 | -77 | -71 | -75 | -79 | -75 | -74 | -76 | -70 |
| O | 1725943227.179 | 30.566 | 106.176 | 60.960 | -61 | -71 | -73 | -82 | -77 | -79 | -79 | -70 |
| P | 1725943314.171 | 41.604 | 13.164 | 60.960 | -100 | -78 | -77 | -74 | -70 | -76 | -64 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943116.143
- **Target RSSI fingerprint:** [-86, -84, -77, -73, -72, -65, -71, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.944079531569024,
10.709195137023926,
60.96
] | 16 |
27,820 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941012.140 | 65.378 | 83.378 | 51.816 | -65 | -78 | -74 | -70 | -69 | -72 | -71 | -62 |
| B | 1725940973.165 | 96.794 | 14.305 | 51.816 | -86 | -76 | -81 | -74 | -64 | -73 | -67 | -69 |
| C | 1725941047.136 | 0.849 | 36.985 | 51.816 | -86 | -73 | -81 | -76 | -76 | -71 | -74 | -72 |
| D | 1725940979.175 | 99.341 | 15.500 | 51.816 | -86 | -71 | -77 | -77 | -72 | -77 | -76 | -67 |
| E | 1725941226.154 | 51.793 | 21.962 | 51.816 | -81 | -79 | -79 | -80 | -76 | -77 | -75 | -65 |
| F | 1725940643.166 | 46.699 | 20.861 | 51.816 | -100 | -100 | -100 | -83 | -100 | -85 | -89 | -100 |
| G | 1725940850.155 | 5.943 | 55.736 | 51.816 | -84 | -71 | -77 | -75 | -75 | -61 | -75 | -71 |
| H | 1725941364.153 | 54.340 | 25.081 | 51.816 | -87 | -79 | -82 | -100 | -70 | -74 | -73 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941162.159
- **Target RSSI fingerprint:** [-84, -76, -80, -100, -74, -76, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.358993862179524,
24.40422534942627,
51.816
] | 8 |
22,474 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942954.167 | 78.114 | 63.485 | 60.960 | -72 | -77 | -77 | -71 | -84 | -84 | -79 | -84 |
| B | 1725943233.161 | 50.944 | 87.545 | 60.960 | -78 | -76 | -80 | -78 | -75 | -74 | -69 | -69 |
| C | 1725943241.154 | 80.661 | 63.207 | 60.960 | -80 | -78 | -79 | -77 | -73 | -74 | -66 | -66 |
| D | 1725943227.179 | 30.566 | 106.176 | 60.960 | -82 | -77 | -79 | -79 | -73 | -81 | -71 | -70 |
| E | 1725943053.164 | 105.284 | 42.027 | 60.960 | -76 | -77 | -79 | -76 | -81 | -71 | -72 | -67 |
| F | 1725943067.149 | 87.454 | 24.444 | 60.960 | -72 | -76 | -72 | -72 | -74 | -75 | -76 | -69 |
| G | 1725943455.165 | 106.983 | 44.509 | 60.960 | -77 | -80 | -77 | -71 | -72 | -74 | -75 | -61 |
| H | 1725942985.160 | 44.152 | 11.041 | 60.960 | -77 | -73 | -69 | -69 | -73 | -73 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943281.164
- **Target RSSI fingerprint:** [-75, -76, -74, -72, -74, -83, -73, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.472039765784512,
52.43126392364502,
60.96
] | 8 |
43,156 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128436.153 | 40.756 | 60.327 | 51.816 | -79 | -77 | -80 | -78 | -82 | -69 | -78 | -81 |
| B | 1724128668.135 | 137.552 | 55.483 | 51.816 | -75 | -79 | -69 | -81 | -78 | -77 | -73 | -67 |
| C | 1724128741.149 | 126.514 | 69.709 | 51.816 | -71 | -75 | -80 | -78 | -72 | -82 | -75 | -65 |
| D | 1724128835.137 | 106.136 | 27.111 | 51.816 | -100 | -78 | -100 | -86 | -78 | -100 | -77 | -71 |
| E | 1724128919.119 | 110.381 | 64.919 | 51.816 | -79 | -79 | -86 | -81 | -79 | -83 | -78 | -68 |
| F | 1724128618.138 | 33.963 | 59.491 | 51.816 | -80 | -100 | -84 | -85 | -79 | -67 | -81 | -77 |
| G | 1724128408.145 | 51.794 | 4.538 | 51.816 | -80 | -86 | -100 | -100 | -78 | -80 | -100 | -67 |
| H | 1724128768.145 | 91.701 | 19.441 | 51.816 | -100 | -80 | -76 | -77 | -100 | -67 | -76 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128836.144
- **Target RSSI fingerprint:** [-100, -76, -80, -82, -80, -100, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026650504113,
29.300994873046875,
51.816
] | 8 |
6,957 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, 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 | -87 | -86 | -88 | -90 | -82 | -77 | -84 | -79 |
| B | 1722828971.162 | 21.227 | 47.840 | 42.672 | -82 | -84 | -85 | -85 | -86 | -76 | -72 | -74 |
| C | 1722828661.146 | 1.698 | 50.905 | 42.672 | -93 | -72 | -84 | -84 | -93 | -92 | -100 | -88 |
| D | 1722829021.155 | 105.284 | 35.206 | 42.672 | -91 | -100 | -78 | -79 | -82 | -90 | -66 | -78 |
| E | 1722828586.159 | 49.246 | 53.626 | 42.672 | -90 | -87 | -87 | -89 | -83 | -79 | -77 | -73 |
| F | 1722828862.178 | 1.698 | 58.947 | 42.672 | -81 | -77 | -100 | -85 | -82 | -76 | -100 | -79 |
| G | 1722828631.153 | 79.812 | 16.920 | 42.672 | -95 | -100 | -81 | -81 | -81 | -90 | -67 | -77 |
| H | 1722828504.251 | 98.491 | 34.967 | 42.672 | -89 | -100 | -88 | -85 | -94 | -87 | -85 | -89 |
| I | 1722828457.162 | 8.491 | 50.069 | 42.672 | -77 | -75 | -84 | -84 | -81 | -72 | -85 | -76 |
| J | 1722828558.147 | 6.793 | 59.823 | 42.672 | -88 | -79 | -84 | -78 | -77 | -83 | -77 | -74 |
| K | 1722828552.155 | 28.868 | 80.830 | 42.672 | -95 | -79 | -78 | -73 | -80 | -84 | -69 | -76 |
| L | 1722828619.149 | 123.114 | 59.783 | 42.672 | -92 | -100 | -80 | -79 | -79 | -87 | -76 | -80 |
| M | 1722828765.143 | 4.245 | 53.745 | 42.672 | -79 | -88 | -86 | -86 | -80 | -75 | -83 | -75 |
| N | 1722828472.162 | 19.528 | 77.287 | 42.672 | -86 | -88 | -87 | -88 | -81 | -74 | -83 | -79 |
| O | 1722828577.143 | 28.019 | 37.767 | 42.672 | -83 | -100 | -85 | -84 | -87 | -77 | -77 | -75 |
| P | 1722828573.160 | 20.378 | 42.027 | 42.672 | -81 | -82 | -84 | -88 | -85 | -74 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828532.153
- **Target RSSI fingerprint:** [-98, -87, -85, -81, -78, -94, -86, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71750545170732,
110.3962755203247,
42.672000000000004
] | 16 |
34,729 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698089.141 | 20.378 | 51.980 | 51.816 | -77 | -72 | -84 | -70 | -79 | -76 | -80 | -67 |
| B | 1723698105.150 | 37.360 | 7.750 | 51.816 | -80 | -68 | -76 | -80 | -78 | -77 | -65 | -77 |
| C | 1723697940.119 | 43.303 | 2.402 | 51.816 | -75 | -76 | -81 | -76 | -75 | -73 | -70 | -71 |
| D | 1723698263.153 | 30.567 | 54.050 | 51.816 | -81 | -75 | -78 | -73 | -77 | -75 | -76 | -66 |
| E | 1723698198.175 | 75.569 | 79.038 | 51.816 | -73 | -100 | -100 | -81 | -74 | -74 | -76 | -71 |
| F | 1723698333.129 | 73.870 | 48.132 | 51.816 | -100 | -71 | -76 | -100 | -77 | -73 | -80 | -65 |
| G | 1723698082.141 | 54.341 | 68.661 | 51.816 | -82 | -100 | -77 | -74 | -76 | -76 | -83 | -66 |
| H | 1723698377.156 | 90.003 | 86.881 | 51.816 | -71 | -100 | -85 | -83 | -74 | -76 | -83 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698458.164
- **Target RSSI fingerprint:** [-100, -65, -72, -81, -78, -76, -61, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.8125196145448,
7.51103401184082,
51.816
] | 8 |
23,953 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943058.153 | 103.586 | 21.153 | 60.960 | -71 | -72 | -79 | -73 | -75 | -77 | -77 | -59 |
| B | 1725943169.148 | 59.435 | 43.580 | 60.960 | -71 | -76 | -77 | -74 | -69 | -75 | -71 | -61 |
| C | 1725943206.172 | 7.642 | 55.205 | 60.960 | -78 | -77 | -76 | -72 | -73 | -70 | -70 | -72 |
| D | 1725943356.160 | 73.869 | 65.410 | 60.960 | -86 | -69 | -77 | -84 | -78 | -76 | -77 | -82 |
| E | 1725943122.153 | 81.511 | 4.538 | 60.960 | -76 | -73 | -75 | -78 | -81 | -72 | -69 | -69 |
| F | 1725943004.150 | 4.245 | 44.151 | 60.960 | -78 | -77 | -76 | -72 | -70 | -74 | -76 | -71 |
| G | 1725943353.154 | 85.756 | 55.046 | 60.960 | -85 | -68 | -74 | -81 | -79 | -77 | -79 | -80 |
| H | 1725943342.146 | 106.133 | 36.998 | 60.960 | -71 | -75 | -70 | -73 | -72 | -76 | -69 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943002.168
- **Target RSSI fingerprint:** [-73, -78, -77, -72, -70, -73, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547203976578451,
32.738022804260254,
60.96
] | 8 |
35,997 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130102.129 | 56.040 | 66.259 | 60.960 | -80 | -79 | -80 | -83 | -78 | -77 | -78 | -64 |
| B | 1724130191.126 | 47.549 | 16.628 | 60.960 | -80 | -81 | -77 | -69 | -75 | -68 | -78 | -68 |
| C | 1724130032.119 | 75.569 | 77.565 | 60.960 | -100 | -79 | -74 | -79 | -78 | -77 | -68 | -68 |
| D | 1724130030.132 | 71.323 | 74.911 | 60.960 | -100 | -77 | -73 | -73 | -76 | -71 | -69 | -67 |
| E | 1724130045.131 | 94.249 | 39.360 | 60.960 | -77 | -74 | -79 | -83 | -78 | -78 | -71 | -72 |
| F | 1724130309.121 | 47.549 | 29.261 | 60.960 | -81 | -79 | -74 | -80 | -78 | -71 | -72 | -71 |
| G | 1724129836.129 | 34.813 | 54.926 | 60.960 | -82 | -100 | -83 | -78 | -79 | -79 | -77 | -71 |
| H | 1724130319.131 | 92.550 | 51.064 | 60.960 | -80 | -100 | -71 | -72 | -76 | -68 | -72 | -69 |
| I | 1724129912.136 | 86.607 | 79.357 | 60.960 | -80 | -78 | -80 | -85 | -77 | -75 | -73 | -64 |
| J | 1724130307.133 | 45.002 | 26.886 | 60.960 | -81 | -80 | -79 | -79 | -80 | -80 | -80 | -74 |
| K | 1724130090.129 | 113.778 | 95.998 | 60.960 | -75 | -81 | -80 | -83 | -83 | -79 | -72 | -66 |
| L | 1724129858.127 | 91.701 | 45.225 | 60.960 | -77 | -73 | -100 | -82 | -79 | -77 | -73 | -69 |
| M | 1724129823.129 | 50.945 | 21.365 | 60.960 | -81 | -85 | -75 | -82 | -74 | -72 | -81 | -67 |
| N | 1724130232.127 | 101.890 | 25.638 | 60.960 | -75 | -77 | -79 | -81 | -79 | -74 | -76 | -65 |
| O | 1724130394.135 | 11.038 | 103.217 | 60.960 | -76 | -77 | -80 | -83 | -100 | -77 | -81 | -65 |
| P | 1724129862.135 | 100.192 | 25.572 | 60.960 | -75 | -74 | -100 | -74 | -75 | -74 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130064.130
- **Target RSSI fingerprint:** [-79, -83, -76, -84, -80, -74, -72, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64644703948315,
40.832953453063965,
60.96
] | 16 |
42,102 | **[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 | 1723698302.168 | 99.343 | 33.587 | 51.816 | -69 | -74 | -79 | -72 | -72 | -72 | -74 | -75 |
| B | 1723698284.142 | 39.907 | 1.500 | 51.816 | -76 | -78 | -78 | -80 | -77 | -73 | -76 | -76 |
| C | 1723698214.127 | 112.928 | 67.321 | 51.816 | -89 | -83 | -74 | -72 | -75 | -82 | -81 | -81 |
| D | 1723698075.129 | 57.738 | 68.050 | 51.816 | -84 | -72 | -76 | -80 | -76 | -81 | -69 | -64 |
| E | 1723698356.151 | 16.133 | 49.140 | 51.816 | -87 | -73 | -76 | -79 | -74 | -71 | -73 | -65 |
| F | 1723698053.138 | 106.985 | 36.626 | 51.816 | -77 | -78 | -78 | -72 | -80 | -73 | -72 | -71 |
| G | 1723697944.161 | 62.832 | 15.287 | 51.816 | -71 | -75 | -82 | -80 | -73 | -81 | -73 | -68 |
| H | 1723698220.152 | 125.665 | 42.478 | 51.816 | -71 | -74 | -73 | -72 | -73 | -75 | -72 | -100 |
| I | 1723698184.154 | 16.982 | 46.566 | 51.816 | -84 | -73 | -74 | -100 | -72 | -63 | -72 | -64 |
| J | 1723698437.154 | 37.360 | 58.257 | 51.816 | -86 | -100 | -100 | -74 | -82 | -100 | -73 | -65 |
| K | 1723698378.160 | 93.399 | 88.925 | 51.816 | -79 | -75 | -83 | -72 | -75 | -83 | -77 | -70 |
| L | 1723698361.152 | 18.680 | 52.710 | 51.816 | -88 | -83 | -82 | -78 | -83 | -77 | -78 | -75 |
| M | 1723698157.150 | 74.720 | 48.065 | 51.816 | -100 | -76 | -78 | -70 | -100 | -79 | -72 | -64 |
| N | 1723698086.141 | 33.963 | 57.912 | 51.816 | -85 | -76 | -76 | -100 | -78 | -70 | -75 | -64 |
| O | 1723698123.149 | 87.456 | 27.257 | 51.816 | -69 | -74 | -78 | -74 | -71 | -75 | -75 | -71 |
| P | 1723698479.159 | 11.038 | 61.442 | 51.816 | -72 | -100 | -70 | -78 | -71 | -67 | -100 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697997.142
- **Target RSSI fingerprint:** [-79, -79, -80, -78, -85, -73, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86891870474447,
27.27062702178955,
51.816
] | 16 |
34,294 | **[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 | 1724128914.146 | 86.607 | 53.347 | 51.816 | -100 | -89 | -69 | -71 | -85 | -79 | -77 | -72 |
| B | 1724128833.119 | 99.343 | 24.232 | 51.816 | -90 | -100 | -100 | -80 | -88 | -80 | -87 | -72 |
| C | 1724128489.151 | 126.514 | 72.562 | 51.816 | -78 | -65 | -100 | -81 | -78 | -100 | -67 | -100 |
| D | 1724128928.137 | 126.514 | 73.160 | 51.816 | -91 | -77 | -100 | -77 | -81 | -78 | -82 | -67 |
| E | 1724128713.123 | 39.058 | 38.750 | 51.816 | -72 | -100 | -78 | -100 | -80 | -72 | -81 | -61 |
| F | 1724128437.159 | 45.851 | 62.649 | 51.816 | -85 | -78 | -69 | -76 | -100 | -80 | -77 | -81 |
| G | 1724128915.132 | 91.701 | 55.961 | 51.816 | -100 | -100 | -69 | -72 | -77 | -73 | -75 | -70 |
| H | 1724128427.128 | 28.020 | 51.383 | 51.816 | -78 | -71 | -63 | -100 | -80 | -81 | -72 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128860.131
- **Target RSSI fingerprint:** [-78, -68, -76, -78, -81, -79, -69, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112654359388,
92.49453544616699,
51.816
] | 8 |
21,911 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941005.157 | 66.227 | 85.594 | 51.816 | -78 | -76 | -100 | -68 | -73 | -71 | -82 | -66 |
| B | 1725941260.151 | 12.736 | 91.712 | 51.816 | -74 | -72 | -70 | -82 | -79 | -72 | -56 | -70 |
| C | 1725941299.174 | 106.983 | 54.090 | 51.816 | -77 | -72 | -76 | -68 | -71 | -79 | -78 | -61 |
| D | 1725940808.146 | 64.529 | 81.241 | 51.816 | -78 | -80 | -78 | -73 | -76 | -76 | -83 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941485.140
- **Target RSSI fingerprint:** [-100, -100, -100, -97, -79, -71, -78, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11365365056821,
25.34642219543457,
51.816
] | 4 |
38,909 | **[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 | 1724127190.133 | 42.454 | 28.691 | 42.672 | -100 | -83 | -76 | -100 | -77 | -70 | -62 | -63 |
| B | 1724127131.146 | 84.909 | 49.644 | 42.672 | -75 | -88 | -91 | -80 | -82 | -86 | -84 | -66 |
| C | 1724126637.125 | 45.002 | 19.813 | 42.672 | -85 | -84 | -65 | -100 | -65 | -74 | -51 | -66 |
| D | 1724127034.145 | 75.569 | 66.272 | 42.672 | -78 | -73 | -100 | -79 | -84 | -84 | -80 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126635.151
- **Target RSSI fingerprint:** [-86, -87, -81, -78, -80, -82, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.096074449591136,
10.178380012512207,
42.672000000000004
] | 4 |
44,488 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698276.132 | 26.322 | 31.026 | 51.816 | -75 | -100 | -75 | -100 | -78 | -100 | -77 | -76 |
| B | 1723698131.157 | 121.419 | 44.827 | 51.816 | -77 | -73 | -71 | -80 | -75 | -76 | -74 | -77 |
| C | 1723698118.150 | 63.681 | 13.589 | 51.816 | -76 | -72 | -73 | -81 | -77 | -79 | -73 | -70 |
| D | 1723698396.271 | 124.816 | 47.243 | 51.816 | -77 | -78 | -73 | -74 | -73 | -79 | -75 | -100 |
| E | 1723698443.148 | 16.982 | 49.711 | 51.816 | -79 | -80 | -80 | -79 | -76 | -74 | -77 | -66 |
| F | 1723698401.141 | 123.967 | 44.748 | 51.816 | -77 | -80 | -100 | -73 | -71 | -84 | -77 | -75 |
| G | 1723697983.142 | 67.078 | 45.159 | 51.816 | -77 | -75 | -81 | -82 | -72 | -74 | -73 | -64 |
| H | 1723698066.130 | 76.418 | 30.256 | 51.816 | -79 | -81 | -79 | -79 | -82 | -72 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697979.130
- **Target RSSI fingerprint:** [-76, -75, -79, -80, -71, -81, -70, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75767026997622,
54.514713287353516,
51.816
] | 8 |
37,243 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128772.131 | 73.021 | 10.616 | 51.816 | -82 | -78 | -100 | -81 | -79 | -81 | -64 | -76 |
| B | 1724128518.144 | 37.360 | 59.053 | 51.816 | -84 | -83 | -100 | -77 | -81 | -81 | -67 | -81 |
| C | 1724128793.143 | 31.416 | 52.299 | 51.816 | -100 | -67 | -100 | -82 | -72 | -80 | -64 | -77 |
| D | 1724128527.136 | 37.360 | 47.043 | 51.816 | -80 | -83 | -75 | -79 | -85 | -73 | -81 | -70 |
| E | 1724128857.135 | 125.665 | 78.494 | 51.816 | -100 | -67 | -80 | -80 | -69 | -76 | -79 | -67 |
| F | 1724128973.125 | 40.756 | 31.424 | 51.816 | -100 | -77 | -100 | -78 | -84 | -84 | -65 | -84 |
| G | 1724128636.131 | 78.116 | 63.950 | 51.816 | -76 | -100 | -65 | -78 | -84 | -75 | -76 | -63 |
| H | 1724128391.135 | 17.831 | 83.192 | 51.816 | -74 | -77 | -64 | -100 | -100 | -69 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128860.131
- **Target RSSI fingerprint:** [-100, -68, -78, -81, -69, -79, -76, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72112654359388,
92.49453544616699,
51.816
] | 8 |
24,069 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943487.150 | 10.189 | 63.087 | 60.960 | -83 | -76 | -77 | -77 | -82 | -72 | -77 | -66 |
| B | 1725943075.164 | 51.793 | 40.501 | 60.960 | -74 | -75 | -79 | -74 | -72 | -74 | -75 | -72 |
| C | 1725943324.146 | 90.001 | 2.269 | 60.960 | -82 | -71 | -73 | -79 | -83 | -70 | -70 | -68 |
| D | 1725943315.161 | 46.699 | 12.103 | 60.960 | -77 | -76 | -74 | -77 | -78 | -70 | -64 | -70 |
| E | 1725943429.148 | 27.170 | 108.777 | 60.960 | -100 | -78 | -79 | -73 | -70 | -78 | -77 | -72 |
| F | 1725942805.155 | 35.661 | 8.214 | 60.960 | -100 | -100 | -77 | -100 | -100 | -80 | -69 | -100 |
| G | 1725943241.154 | 80.661 | 63.207 | 60.960 | -74 | -77 | -80 | -73 | -66 | -78 | -79 | -66 |
| H | 1725943274.145 | 56.038 | 36.825 | 60.960 | -71 | -73 | -75 | -74 | -73 | -77 | -71 | -70 |
| I | 1725943057.162 | 103.586 | 24.895 | 60.960 | -73 | -79 | -77 | -73 | -75 | -76 | -79 | -59 |
| J | 1725943295.137 | 4.245 | 38.803 | 60.960 | -70 | -76 | -76 | -74 | -66 | -73 | -73 | -66 |
| K | 1725943437.155 | 57.737 | 84.891 | 60.960 | -70 | -75 | -76 | -72 | -68 | -73 | -76 | -67 |
| L | 1725943396.148 | 0.849 | 17.451 | 60.960 | -73 | -64 | -74 | -73 | -76 | -77 | -76 | -73 |
| M | 1725943537.152 | 93.397 | 3.238 | 60.960 | -83 | -76 | -75 | -75 | -84 | -74 | -72 | -69 |
| N | 1725943244.154 | 90.001 | 55.576 | 60.960 | -68 | -79 | -77 | -75 | -66 | -76 | -76 | -65 |
| O | 1725943234.159 | 54.340 | 85.169 | 60.960 | -73 | -79 | -80 | -74 | -68 | -74 | -81 | -69 |
| P | 1725943077.167 | 43.302 | 44.960 | 60.960 | -75 | -74 | -74 | -73 | -71 | -74 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943224.150
- **Target RSSI fingerprint:** [-86, -72, -76, -82, -83, -75, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.37763181262761,
114.01908874511719,
60.96
] | 16 |
9,263 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004518.130 | 37.359 | 44.243 | 60.960 | -86 | -76 | -68 | -87 | -73 | -86 | -77 | -77 |
| B | 1723004804.135 | 132.454 | 33.786 | 60.960 | -79 | -75 | -84 | -67 | -84 | -73 | -84 | -67 |
| C | 1723004672.138 | 19.528 | 9.740 | 60.960 | -80 | -71 | -74 | -85 | -76 | -71 | -76 | -66 |
| D | 1723004488.135 | 130.756 | 16.508 | 60.960 | -81 | -82 | -82 | -71 | -76 | -76 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004362.150
- **Target RSSI fingerprint:** [-83, -100, -87, -66, -82, -71, -83, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.35933227295807,
67.62584686279297,
60.96
] | 4 |
13,751 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004637.156 | 58.585 | 89.469 | 60.960 | -85 | -80 | -82 | -89 | -80 | -80 | -80 | -63 |
| B | 1723004834.148 | 75.567 | 23.144 | 60.960 | -80 | -78 | -79 | -77 | -75 | -77 | -77 | -68 |
| C | 1723004960.160 | 15.283 | 44.111 | 60.960 | -87 | -84 | -75 | -91 | -90 | -70 | -73 | -74 |
| D | 1723004777.151 | 81.510 | 91.353 | 60.960 | -85 | -78 | -85 | -76 | -69 | -84 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004373.140
- **Target RSSI fingerprint:** [-77, -81, -85, -65, -74, -73, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.1518299941825,
13.124403953552246,
60.96
] | 4 |
38,600 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698028.151 | 96.796 | 91.141 | 51.816 | -74 | -82 | -71 | -82 | -74 | -75 | -73 | -72 |
| B | 1723698264.132 | 26.322 | 51.741 | 51.816 | -100 | -82 | -83 | -78 | -78 | -75 | -78 | -66 |
| C | 1723698372.152 | 67.927 | 75.920 | 51.816 | -80 | -81 | -73 | -82 | -76 | -75 | -74 | -70 |
| D | 1723697984.173 | 62.832 | 42.956 | 51.816 | -85 | -74 | -87 | -80 | -77 | -75 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698231.158
- **Target RSSI fingerprint:** [-80, -73, -80, -78, -76, -73, -67, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79578624531969,
30.44224739074707,
51.816
] | 4 |
19,708 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006285.161 | 156.227 | 7.896 | 42.672 | -83 | -74 | -83 | -83 | -81 | -70 | -69 | -75 |
| B | 1723006465.146 | 30.566 | 81.692 | 42.672 | -83 | -81 | -88 | -82 | -72 | -75 | -73 | -79 |
| C | 1723006498.145 | 143.492 | 57.554 | 42.672 | -85 | -74 | -80 | -84 | -72 | -72 | -68 | -72 |
| D | 1723006815.154 | 45.000 | 11.824 | 42.672 | -74 | -100 | -75 | -72 | -69 | -74 | -77 | -57 |
| E | 1723006386.160 | 115.472 | 9.090 | 42.672 | -83 | -83 | -87 | -87 | -85 | -75 | -74 | -84 |
| F | 1723006899.149 | 11.887 | 61.296 | 42.672 | -78 | -77 | -76 | -76 | -79 | -84 | -100 | -76 |
| G | 1723006486.135 | 131.605 | 91.181 | 42.672 | -82 | -100 | -79 | -82 | -75 | -82 | -72 | -71 |
| H | 1723006505.150 | 153.680 | 21.538 | 42.672 | -85 | -70 | -85 | -86 | -81 | -73 | -69 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006916.163
- **Target RSSI fingerprint:** [-82, -100, -89, -87, -69, -72, -69, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.66061297442499,
82.11709976196289,
42.672000000000004
] | 8 |
7,960 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841012.184 | 91.699 | 78.587 | 60.960 | -83 | -84 | -81 | -71 | -74 | -78 | -76 | -75 |
| B | 1722841244.244 | 13.585 | 122.353 | 60.960 | -74 | -78 | -77 | -83 | -80 | -79 | -71 | -71 |
| C | 1722841305.167 | 133.303 | 119.168 | 60.960 | -92 | -81 | -81 | -83 | -84 | -84 | -80 | -80 |
| D | 1722841112.157 | 104.435 | 170.113 | 60.960 | -86 | -77 | -76 | -78 | -78 | -73 | -74 | -73 |
| E | 1722840894.151 | 133.303 | 119.632 | 60.960 | -89 | -80 | -80 | -83 | -84 | -80 | -79 | -81 |
| F | 1722840881.158 | 109.529 | 96.237 | 60.960 | -86 | -84 | -77 | -79 | -77 | -73 | -78 | -76 |
| G | 1722841251.155 | 11.887 | 127.502 | 60.960 | -76 | -76 | -79 | -83 | -78 | -77 | -72 | -73 |
| H | 1722841207.188 | 129.058 | 111.471 | 60.960 | -93 | -89 | -80 | -81 | -79 | -77 | -92 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841356.170
- **Target RSSI fingerprint:** [-76, -80, -79, -79, -78, -81, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
13.585000819250515,
122.73772716522217,
60.96
] | 8 |
320 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008089.149 | 95.944 | 41.510 | 51.816 | -81 | -76 | -91 | -82 | -89 | -88 | -75 | -81 |
| B | 1723008258.158 | 48.397 | 5.720 | 51.816 | -71 | -86 | -82 | -74 | -82 | -71 | -69 | -81 |
| C | 1723008169.152 | 154.529 | 26.262 | 51.816 | -85 | -73 | -69 | -76 | -73 | -83 | -77 | -70 |
| D | 1723007954.158 | 156.227 | 3.119 | 51.816 | -73 | -71 | -73 | -75 | -76 | -78 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008104.149
- **Target RSSI fingerprint:** [-82, -79, -100, -68, -85, -76, -79, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.47186630401171,
40.36849021911621,
51.816
] | 4 |
15,662 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006813.155 | 40.755 | 19.415 | 42.672 | -85 | -84 | -72 | -100 | -75 | -74 | -71 | -65 |
| B | 1723006448.170 | 14.434 | 54.953 | 42.672 | -75 | -74 | -82 | -80 | -100 | -100 | -78 | -72 |
| C | 1723006509.148 | 157.077 | 8.413 | 42.672 | -84 | -79 | -72 | -73 | -72 | -78 | -78 | -79 |
| D | 1723006559.156 | 40.755 | 79.410 | 42.672 | -77 | -88 | -82 | -77 | -87 | -78 | -84 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006606.161
- **Target RSSI fingerprint:** [-82, -83, -75, -77, -85, -69, -83, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.54778129076963,
9.421968460083008,
42.672000000000004
] | 4 |
24,599 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939401.159 | 41.604 | 53.015 | 42.672 | -79 | -77 | -77 | -72 | -73 | -73 | -70 | -67 |
| B | 1725939479.142 | 77.265 | 69.285 | 42.672 | -79 | -69 | -80 | -76 | -78 | -75 | -76 | -70 |
| C | 1725939293.141 | 57.737 | 46.101 | 42.672 | -72 | -72 | -70 | -74 | -75 | -77 | -73 | -59 |
| D | 1725939621.136 | 3.396 | 45.929 | 42.672 | -78 | -76 | -75 | -72 | -80 | -73 | -77 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939516.148
- **Target RSSI fingerprint:** [-79, -73, -79, -74, -72, -66, -70, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.490680208210069,
20.263867378234863,
42.672000000000004
] | 4 |
31,074 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698343.136 | 30.567 | 26.952 | 51.816 | -76 | -74 | -82 | -78 | -84 | -79 | -76 | -69 |
| B | 1723698174.158 | 26.322 | 25.054 | 51.816 | -83 | -79 | -81 | -77 | -74 | -79 | -73 | -71 |
| C | 1723697954.151 | 112.928 | 41.284 | 51.816 | -77 | -100 | -79 | -73 | -70 | -74 | -73 | -78 |
| D | 1723698227.154 | 114.627 | 39.254 | 51.816 | -100 | -74 | -74 | -80 | -83 | -72 | -73 | -75 |
| E | 1723698307.146 | 121.419 | 44.323 | 51.816 | -79 | -81 | -83 | -75 | -75 | -74 | -75 | -77 |
| F | 1723697948.154 | 83.210 | 26.687 | 51.816 | -78 | -77 | -75 | -75 | -69 | -67 | -75 | -68 |
| G | 1723698185.130 | 16.982 | 47.813 | 51.816 | -77 | -72 | -82 | -79 | -74 | -80 | -74 | -77 |
| H | 1723698076.147 | 56.889 | 68.780 | 51.816 | -78 | -100 | -74 | -73 | -82 | -79 | -68 | -67 |
| I | 1723698154.153 | 88.305 | 54.807 | 51.816 | -74 | -76 | -77 | -78 | -77 | -73 | -71 | -62 |
| J | 1723698113.189 | 42.454 | 0.186 | 51.816 | -76 | -80 | -79 | -76 | -77 | -78 | -76 | -69 |
| K | 1723697943.153 | 57.738 | 12.554 | 51.816 | -76 | -80 | -84 | -74 | -82 | -78 | -73 | -68 |
| L | 1723698232.154 | 91.701 | 28.385 | 51.816 | -78 | -74 | -81 | -76 | -70 | -67 | -73 | -62 |
| M | 1723698247.158 | 65.380 | 51.821 | 51.816 | -100 | -77 | -74 | -74 | -62 | -75 | -67 | -67 |
| N | 1723698218.181 | 123.117 | 48.570 | 51.816 | -76 | -79 | -73 | -77 | -79 | -74 | -74 | -100 |
| O | 1723697996.148 | 28.869 | 26.780 | 51.816 | -80 | -73 | -80 | -80 | -80 | -81 | -75 | -68 |
| P | 1723698101.149 | 29.718 | 26.090 | 51.816 | -76 | -78 | -77 | -84 | -80 | -78 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698284.142
- **Target RSSI fingerprint:** [-76, -77, -78, -78, -73, -80, -76, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90703468008794,
1.4995527267456055,
51.816
] | 16 |
30,047 | **[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 | 1724128520.136 | 33.114 | 56.718 | 51.816 | -80 | -79 | -76 | -82 | -83 | -81 | -64 | -78 |
| B | 1724128817.135 | 79.814 | 71.501 | 51.816 | -69 | -79 | -79 | -100 | -74 | -76 | -76 | -65 |
| C | 1724128425.142 | 31.416 | 43.208 | 51.816 | -76 | -74 | -79 | -71 | -78 | -73 | -67 | -70 |
| D | 1724128601.136 | 49.247 | 12.395 | 51.816 | -100 | -71 | -70 | -64 | -76 | -73 | -64 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128806.129
- **Target RSSI fingerprint:** [-77, -77, -100, -87, -80, -78, -67, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.4360202698693,
71.60696029663086,
51.816
] | 4 |
17,615 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999613.156 | 135.850 | 13.841 | 42.672 | -100 | -77 | -68 | -71 | -67 | -66 | -71 | -72 |
| B | 1722999689.161 | 51.793 | 92.786 | 42.672 | -70 | -82 | -84 | -86 | -87 | -82 | -68 | -81 |
| C | 1722999668.137 | 5.943 | 61.057 | 42.672 | -88 | -85 | -88 | -92 | -89 | -92 | -80 | -77 |
| D | 1722999990.154 | 68.774 | 73.743 | 42.672 | -72 | -85 | -88 | -91 | -77 | -84 | -74 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999780.154
- **Target RSSI fingerprint:** [-68, -90, -80, -88, -85, -80, -91, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60404916252322,
90.17221927642822,
42.672000000000004
] | 4 |
31,350 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693387.150 | 130.759 | 73.385 | 60.960 | -78 | -82 | -81 | -77 | -80 | -70 | -77 | -66 |
| B | 1723693412.159 | 143.496 | 40.568 | 60.960 | -76 | -79 | -77 | -69 | -75 | -77 | -76 | -61 |
| C | 1723693030.169 | 7.642 | 69.948 | 60.960 | -75 | -78 | -100 | -81 | -75 | -74 | -74 | -69 |
| D | 1723693642.138 | 228.404 | 84.546 | 60.960 | -78 | -80 | -74 | -83 | -83 | -79 | -100 | -100 |
| E | 1723693455.141 | 206.328 | 56.638 | 60.960 | -100 | -82 | -82 | -85 | -76 | -75 | -75 | -78 |
| F | 1723693695.138 | 68.776 | 38.219 | 60.960 | -82 | -81 | -81 | -100 | -82 | -67 | -78 | -70 |
| G | 1723693613.148 | 147.741 | 46.446 | 60.960 | -77 | -81 | -82 | -69 | -78 | -74 | -76 | -62 |
| H | 1723693291.141 | 117.174 | 58.775 | 60.960 | -76 | -81 | -74 | -75 | -72 | -82 | -70 | -62 |
| I | 1723693286.145 | 125.665 | 41.961 | 60.960 | -73 | -72 | -77 | -73 | -67 | -76 | -66 | -63 |
| J | 1723693170.157 | 196.139 | 125.657 | 60.960 | -100 | -100 | -82 | -78 | -79 | -76 | -78 | -78 |
| K | 1723693693.161 | 77.267 | 33.919 | 60.960 | -81 | -83 | -83 | -90 | -81 | -72 | -80 | -71 |
| L | 1723693354.146 | 219.913 | 96.515 | 60.960 | -76 | -77 | -71 | -64 | -70 | -80 | -71 | -69 |
| M | 1723693460.147 | 186.799 | 37.967 | 60.960 | -83 | -85 | -84 | -82 | -84 | -75 | -76 | -83 |
| N | 1723693280.133 | 139.250 | 14.730 | 60.960 | -78 | -81 | -79 | -74 | -72 | -77 | -69 | -66 |
| O | 1723693236.169 | 217.366 | 105.208 | 60.960 | -82 | -83 | -82 | -86 | -83 | -82 | -78 | -84 |
| P | 1723693710.162 | 6.793 | 66.843 | 60.960 | -100 | -83 | -78 | -79 | -77 | -100 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693629.147
- **Target RSSI fingerprint:** [-100, -82, -78, -67, -84, -77, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
208.87512776014185,
101.25298500061035,
60.96
] | 16 |
12,924 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000054.144 | 86.604 | 15.035 | 42.672 | -85 | -76 | -79 | -82 | -81 | -84 | -71 | -70 |
| B | 1722999778.141 | 50.944 | 90.889 | 42.672 | -100 | -91 | -79 | -78 | -88 | -80 | -92 | -71 |
| C | 1722999729.162 | 140.095 | 16.057 | 42.672 | -76 | -83 | -81 | -73 | -75 | -72 | -74 | -74 |
| D | 1722999906.175 | 7.642 | 89.243 | 42.672 | -81 | -76 | -87 | -89 | -81 | -89 | -66 | -82 |
| E | 1722999572.138 | 5.094 | 70.784 | 42.672 | -85 | -85 | -86 | -86 | -87 | -88 | -75 | -100 |
| F | 1722999460.128 | 79.812 | 9.050 | 42.672 | -100 | -71 | -82 | -79 | -84 | -85 | -70 | -74 |
| G | 1722999715.145 | 138.397 | 86.138 | 42.672 | -77 | -90 | -88 | -88 | -81 | -87 | -75 | -62 |
| H | 1722999882.141 | 21.227 | 47.468 | 42.672 | -82 | -89 | -81 | -85 | -84 | -80 | -87 | -68 |
| I | 1723000014.144 | 0.849 | 86.178 | 42.672 | -79 | -90 | -87 | -80 | -88 | -80 | -88 | -76 |
| J | 1722999938.152 | 136.699 | 95.441 | 42.672 | -88 | -88 | -76 | -79 | -83 | -72 | -83 | -71 |
| K | 1722999627.149 | 137.548 | 47.163 | 42.672 | -74 | -78 | -75 | -75 | -74 | -71 | -69 | -100 |
| L | 1722999925.164 | 103.586 | 98.280 | 42.672 | -85 | -87 | -88 | -89 | -77 | -90 | -69 | -69 |
| M | 1722999840.162 | 139.246 | 16.004 | 42.672 | -82 | -79 | -74 | -66 | -75 | -66 | -72 | -78 |
| N | 1722999488.136 | 136.699 | 88.819 | 42.672 | -87 | -88 | -86 | -88 | -84 | -88 | -83 | -75 |
| O | 1722999490.151 | 138.397 | 79.383 | 42.672 | -79 | -89 | -78 | -88 | -77 | -83 | -73 | -61 |
| P | 1723000105.142 | 28.868 | 46.924 | 42.672 | -82 | -87 | -82 | -86 | -86 | -81 | -90 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999823.157
- **Target RSSI fingerprint:** [-79, -71, -82, -80, -74, -77, -67, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.736231490848546,
13.376541137695312,
42.672000000000004
] | 16 |
31,928 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123093.134 | 112.928 | 46.460 | 60.960 | -70 | -83 | -78 | -100 | -78 | -72 | -71 | -63 |
| B | 1724123358.133 | 113.778 | 43.713 | 60.960 | -81 | -80 | -83 | -83 | -79 | -84 | -70 | -77 |
| C | 1724123230.142 | 16.133 | 30.509 | 60.960 | -77 | -100 | -78 | -76 | -77 | -75 | -79 | -79 |
| D | 1724123584.132 | 19.529 | 25.917 | 60.960 | -83 | -86 | -77 | -67 | -78 | -76 | -85 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123360.136
- **Target RSSI fingerprint:** [-76, -84, -77, -83, -77, -78, -71, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98481569990919,
38.8822078704834,
60.96
] | 4 |
19,333 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828487.153 | 58.585 | 66.312 | 42.672 | -87 | -84 | -86 | -85 | -86 | -80 | -73 | -76 |
| B | 1722828458.153 | 5.094 | 52.829 | 42.672 | -90 | -87 | -82 | -83 | -83 | -73 | -84 | -77 |
| C | 1722828532.153 | 74.718 | 110.396 | 42.672 | -87 | -96 | -78 | -81 | -85 | -94 | -86 | -77 |
| D | 1722828664.159 | 0.849 | 53.267 | 42.672 | -89 | -86 | -81 | -88 | -85 | -75 | -100 | -77 |
| E | 1722828817.147 | 128.208 | 57.779 | 42.672 | -91 | -88 | -80 | -79 | -76 | -87 | -85 | -79 |
| F | 1722828924.146 | 87.453 | 105.221 | 42.672 | -85 | -86 | -77 | -79 | -80 | -89 | -76 | -75 |
| G | 1722829025.144 | 87.453 | 21.657 | 42.672 | -94 | -97 | -81 | -81 | -79 | -88 | -68 | -78 |
| H | 1722828915.196 | 118.869 | 72.536 | 42.672 | -84 | -92 | -92 | -84 | -85 | -82 | -87 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828689.145
- **Target RSSI fingerprint:** [-84, -88, -87, -85, -86, -78, -72, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17031776585367,
59.18588638305664,
42.672000000000004
] | 8 |
758 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006380.142 | 84.906 | 10.178 | 42.672 | -86 | -77 | -85 | -75 | -80 | -78 | -85 | -73 |
| B | 1723006695.140 | 54.340 | 84.612 | 42.672 | -88 | -100 | -85 | -84 | -73 | -73 | -69 | -72 |
| C | 1723006708.159 | 118.020 | 88.195 | 42.672 | -90 | -100 | -91 | -87 | -84 | -76 | -78 | -67 |
| D | 1723006743.150 | 131.605 | 7.259 | 42.672 | -73 | -78 | -89 | -83 | -85 | -100 | -89 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006921.169
- **Target RSSI fingerprint:** [-89, -100, -82, -84, -71, -72, -67, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13247938472856,
84.71809387207031,
42.672000000000004
] | 4 |
9,246 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994680.211 | 19.528 | 85.806 | 51.816 | -100 | -91 | -85 | -78 | -83 | -86 | -75 | -74 |
| B | 1731994839.233 | 79.812 | 24.311 | 51.816 | -80 | -92 | -84 | -78 | -80 | -71 | -72 | -79 |
| C | 1731994562.213 | 38.208 | 90.305 | 51.816 | -91 | -81 | -83 | -82 | -76 | -78 | -77 | -73 |
| D | 1731994207.238 | 61.982 | 6.675 | 51.816 | -80 | -65 | -89 | -76 | -94 | -88 | -74 | -85 |
| E | 1731994602.211 | 60.283 | 77.844 | 51.816 | -85 | -76 | -88 | -84 | -78 | -81 | -74 | -76 |
| F | 1731994714.221 | 101.038 | 49.353 | 51.816 | -88 | -89 | -100 | -82 | -77 | -82 | -82 | -79 |
| G | 1731994711.224 | 94.246 | 42.704 | 51.816 | -94 | -96 | -87 | -90 | -76 | -85 | -88 | -80 |
| H | 1731994440.207 | 96.793 | 42.200 | 51.816 | -81 | -87 | -82 | -78 | -70 | -73 | -71 | -75 |
| I | 1731994499.222 | 42.453 | 68.887 | 51.816 | -82 | -98 | -77 | -82 | -86 | -79 | -71 | -65 |
| J | 1731994890.232 | 61.133 | 6.211 | 51.816 | -83 | -86 | -87 | -79 | -94 | -86 | -77 | -81 |
| K | 1731994879.226 | 60.283 | 6.755 | 51.816 | -85 | -99 | -77 | -81 | -89 | -76 | -80 | -73 |
| L | 1731994319.213 | 95.095 | 48.450 | 51.816 | -89 | -91 | -83 | -90 | -85 | -81 | -84 | -78 |
| M | 1731994365.220 | 45.000 | 91.433 | 51.816 | -85 | -81 | -83 | -84 | -71 | -74 | -79 | -71 |
| N | 1731994692.241 | 32.264 | 90.491 | 51.816 | -100 | -95 | -80 | -77 | -85 | -80 | -71 | -66 |
| O | 1731994646.208 | 62.831 | 14.863 | 51.816 | -82 | -82 | -81 | -80 | -74 | -74 | -73 | -77 |
| P | 1731994660.221 | 27.170 | 40.103 | 51.816 | -86 | -86 | -86 | -92 | -84 | -85 | -78 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994325.203
- **Target RSSI fingerprint:** [-89, -82, -84, -84, -74, -80, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687629688396,
67.77182102203369,
51.816
] | 16 |
1,258 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008019.167 | 16.132 | 58.735 | 51.816 | -81 | -80 | -69 | -74 | -71 | -79 | -74 | -78 |
| B | 1723008045.165 | 83.208 | 8.467 | 51.816 | -84 | -74 | -81 | -72 | -72 | -68 | -75 | -81 |
| C | 1723008259.171 | 49.246 | 5.733 | 51.816 | -75 | -72 | -69 | -75 | -72 | -78 | -80 | -82 |
| D | 1723008394.155 | 155.378 | 26.873 | 51.816 | -81 | -79 | -76 | -74 | -83 | -74 | -71 | -69 |
| E | 1723008466.317 | 10.189 | 68.303 | 51.816 | -77 | -72 | -70 | -74 | -72 | -79 | -74 | -78 |
| F | 1723008225.139 | 39.906 | 84.652 | 51.816 | -83 | -100 | -76 | -82 | -73 | -77 | -88 | -71 |
| G | 1723008071.147 | 146.888 | 33.548 | 51.816 | -81 | -100 | -90 | -91 | -84 | -76 | -90 | -80 |
| H | 1723008628.175 | 203.775 | 9.767 | 51.816 | -78 | -100 | -81 | -81 | -82 | -69 | -75 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007908.155
- **Target RSSI fingerprint:** [-76, -100, -85, -81, -76, -71, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
198.68055717129133,
21.564364433288574,
51.816
] | 8 |
16,781 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828852.150 | 6.793 | 50.361 | 42.672 | -91 | -82 | -86 | -82 | -86 | -75 | -84 | -77 |
| B | 1722828777.158 | 33.113 | 37.635 | 42.672 | -83 | -100 | -100 | -86 | -84 | -92 | -100 | -75 |
| C | 1722828937.158 | 67.076 | 114.099 | 42.672 | -85 | -80 | -77 | -79 | -97 | -92 | -75 | -78 |
| D | 1722828490.147 | 70.472 | 56.810 | 42.672 | -88 | -87 | -86 | -90 | -92 | -79 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828682.146
- **Target RSSI fingerprint:** [-88, -87, -85, -82, -83, -78, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75500297365854,
85.84607601165771,
42.672000000000004
] | 4 |
34,678 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697946.156 | 72.172 | 21.551 | 51.816 | -81 | -71 | -80 | -80 | -76 | -73 | -74 | -68 |
| B | 1723697949.149 | 87.456 | 29.235 | 51.816 | -77 | -69 | -66 | -69 | -73 | -71 | -74 | -68 |
| C | 1723697796.138 | 3.396 | 60.951 | 51.816 | -100 | -94 | -95 | -100 | -100 | -89 | -97 | -69 |
| D | 1723698245.153 | 70.474 | 42.863 | 51.816 | -82 | -75 | -74 | -75 | -74 | -74 | -70 | -68 |
| E | 1723698021.142 | 71.323 | 77.167 | 51.816 | -82 | -81 | -82 | -75 | -76 | -74 | -73 | -72 |
| F | 1723698213.146 | 111.230 | 72.085 | 51.816 | -71 | -86 | -80 | -70 | -77 | -75 | -77 | -74 |
| G | 1723698067.138 | 74.720 | 34.954 | 51.816 | -78 | -78 | -69 | -75 | -76 | -76 | -70 | -68 |
| H | 1723698448.150 | 16.982 | 49.140 | 51.816 | -74 | -79 | -70 | -81 | -74 | -74 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698299.154
- **Target RSSI fingerprint:** [-79, -70, -73, -73, -75, -72, -75, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75767026997622,
26.2355375289917,
51.816
] | 8 |
40,076 | **[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 | 1724130048.121 | 99.343 | 26.129 | 60.960 | -81 | -74 | -80 | -81 | -77 | -76 | -77 | -68 |
| B | 1724129924.130 | 33.963 | 52.670 | 60.960 | -83 | -79 | -79 | -78 | -78 | -73 | -76 | -63 |
| C | 1724129858.127 | 91.701 | 45.225 | 60.960 | -82 | -73 | -100 | -79 | -77 | -73 | -77 | -69 |
| D | 1724129829.122 | 35.662 | 48.357 | 60.960 | -75 | -77 | -78 | -77 | -79 | -76 | -70 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130291.125
- **Target RSSI fingerprint:** [-77, -75, -78, -79, -76, -76, -74, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
29.718009799892325,
53.400001525878906,
60.96
] | 4 |
36,828 | **[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 | 1723698319.152 | 113.778 | 65.874 | 51.816 | -82 | -78 | -84 | -74 | -76 | -71 | -69 | -70 |
| B | 1723698328.137 | 98.494 | 59.478 | 51.816 | -78 | -84 | -83 | -73 | -71 | -78 | -74 | -62 |
| C | 1723698354.164 | 18.680 | 44.602 | 51.816 | -77 | -75 | -77 | -79 | -78 | -77 | -75 | -66 |
| D | 1723698401.141 | 123.967 | 44.748 | 51.816 | -76 | -100 | -84 | -73 | -71 | -80 | -77 | -75 |
| E | 1723698409.153 | 85.758 | 24.378 | 51.816 | -69 | -100 | -71 | -78 | -66 | -74 | -72 | -63 |
| F | 1723698138.144 | 123.117 | 48.278 | 51.816 | -80 | -77 | -78 | -77 | -79 | -72 | -69 | -76 |
| G | 1723698340.145 | 43.303 | 32.977 | 51.816 | -100 | -100 | -77 | -80 | -82 | -76 | -76 | -66 |
| H | 1723698083.144 | 50.096 | 66.166 | 51.816 | -100 | -85 | -81 | -77 | -74 | -76 | -73 | -65 |
| I | 1723698074.142 | 59.436 | 66.033 | 51.816 | -100 | -75 | -81 | -75 | -80 | -74 | -70 | -62 |
| J | 1723697966.224 | 116.325 | 60.725 | 51.816 | -77 | -77 | -80 | -73 | -76 | -66 | -67 | -70 |
| K | 1723698251.159 | 57.738 | 65.688 | 51.816 | -77 | -76 | -83 | -74 | -100 | -76 | -68 | -63 |
| L | 1723698065.156 | 78.116 | 26.753 | 51.816 | -75 | -78 | -75 | -79 | -72 | -83 | -78 | -73 |
| M | 1723698003.146 | 18.680 | 48.623 | 51.816 | -79 | -74 | -73 | -78 | -80 | -75 | -76 | -65 |
| N | 1723698198.175 | 75.569 | 79.038 | 51.816 | -100 | -73 | -76 | -100 | -73 | -74 | -74 | -71 |
| O | 1723698229.142 | 106.136 | 34.875 | 51.816 | -79 | -80 | -74 | -80 | -73 | -78 | -73 | -70 |
| P | 1723698021.142 | 71.323 | 77.167 | 51.816 | -81 | -74 | -82 | -82 | -75 | -76 | -73 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698152.146
- **Target RSSI fingerprint:** [-76, -81, -100, -77, -73, -78, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79578624531969,
59.119534492492676,
51.816
] | 16 |
32,791 | **[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 | 1723691808.135 | 143.496 | 48.384 | 51.816 | -80 | -78 | -89 | -77 | -100 | -79 | -81 | -76 |
| B | 1723691457.155 | 192.743 | 43.129 | 51.816 | -86 | -83 | -80 | -85 | -75 | -72 | -77 | -73 |
| C | 1723691655.155 | 200.384 | 53.665 | 51.816 | -85 | -100 | -81 | -86 | -76 | -73 | -77 | -72 |
| D | 1723691400.140 | 138.401 | 42.810 | 51.816 | -81 | -78 | -90 | -79 | -74 | -100 | -78 | -74 |
| E | 1723691314.120 | 169.817 | 92.176 | 51.816 | -100 | -77 | -84 | -74 | -80 | -100 | -76 | -74 |
| F | 1723691858.158 | 188.497 | 44.509 | 51.816 | -86 | -100 | -80 | -86 | -76 | -74 | -78 | -71 |
| G | 1723691475.135 | 151.986 | 5.812 | 51.816 | -82 | -76 | -87 | -81 | -82 | -68 | -69 | -78 |
| H | 1723691899.165 | 45.851 | 51.834 | 51.816 | -79 | -100 | -84 | -80 | -79 | -76 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691364.145
- **Target RSSI fingerprint:** [-86, -82, -88, -85, -82, -82, -87, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
202.93153266289772,
139.15318489074707,
51.816
] | 8 |
31,144 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129859.117 | 94.249 | 40.063 | 60.960 | -100 | -79 | -75 | -81 | -78 | -74 | -77 | -69 |
| B | 1724130334.135 | 134.156 | 67.626 | 60.960 | -84 | -83 | -75 | -82 | -84 | -82 | -84 | -82 |
| C | 1724130142.125 | 123.117 | 63.087 | 60.960 | -71 | -80 | -80 | -72 | -77 | -72 | -69 | -69 |
| D | 1724130084.148 | 118.023 | 97.272 | 60.960 | -71 | -77 | -100 | -84 | -100 | -79 | -70 | -62 |
| E | 1724130158.133 | 147.741 | 44.164 | 60.960 | -81 | -78 | -78 | -83 | -78 | -72 | -78 | -79 |
| F | 1724130286.138 | 49.247 | 63.286 | 60.960 | -78 | -79 | -80 | -81 | -75 | -81 | -78 | -64 |
| G | 1724129931.131 | 37.360 | 43.686 | 60.960 | -80 | -76 | -75 | -79 | -75 | -73 | -74 | -71 |
| H | 1724129978.132 | 144.345 | 42.293 | 60.960 | -79 | -84 | -84 | -82 | -80 | -71 | -80 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130298.115
- **Target RSSI fingerprint:** [-100, -75, -74, -72, -73, -72, -73, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.4161817884576,
47.61411666870117,
60.96
] | 8 |
35,383 | **[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 | 1723698140.181 | 118.023 | 54.541 | 51.816 | -77 | -77 | -70 | -84 | -81 | -79 | -68 | -74 |
| B | 1723698083.144 | 50.096 | 66.166 | 51.816 | -77 | -75 | -76 | -81 | -77 | -74 | -73 | -65 |
| C | 1723698185.130 | 16.982 | 47.813 | 51.816 | -77 | -77 | -79 | -74 | -82 | -80 | -74 | -77 |
| D | 1723697977.130 | 94.249 | 58.947 | 51.816 | -77 | -77 | -78 | -83 | -78 | -73 | -73 | -62 |
| E | 1723698474.156 | 18.680 | 43.832 | 51.816 | -77 | -77 | -82 | -81 | -79 | -80 | -79 | -78 |
| F | 1723698392.142 | 118.023 | 58.695 | 51.816 | -77 | -78 | -78 | -81 | -73 | -74 | -76 | -78 |
| G | 1723698247.158 | 65.380 | 51.821 | 51.816 | -100 | -100 | -74 | -62 | -74 | -75 | -67 | -67 |
| H | 1723698563.166 | 8.491 | 59.252 | 51.816 | -100 | -100 | -100 | -82 | -93 | -100 | -90 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697980.148
- **Target RSSI fingerprint:** [-100, -100, -75, -77, -76, -68, -69, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.66315520443307,
52.01988220214844,
51.816
] | 8 |
121 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994816.220 | 108.680 | 88.487 | 51.816 | -84 | -80 | -88 | -77 | -80 | -86 | -78 | -64 |
| B | 1731994384.221 | 11.038 | 61.070 | 51.816 | -91 | -86 | -75 | -83 | -74 | -94 | -75 | -69 |
| C | 1731994434.214 | 118.869 | 67.029 | 51.816 | -91 | -77 | -82 | -72 | -69 | -90 | -71 | -77 |
| D | 1731994251.225 | 67.076 | 15.168 | 51.816 | -89 | -84 | -78 | -85 | -83 | -85 | -82 | -72 |
| E | 1731994899.222 | 61.133 | 5.122 | 51.816 | -76 | -78 | -83 | -89 | -100 | -70 | -76 | -79 |
| F | 1731994153.218 | 77.265 | 3.769 | 51.816 | -90 | -99 | -96 | -97 | -102 | -80 | -97 | -96 |
| G | 1731994935.229 | 69.623 | 0.000 | 51.816 | -100 | -100 | -93 | -94 | -101 | -74 | -96 | -91 |
| H | 1731994163.223 | 67.925 | 7.723 | 51.816 | -100 | -102 | -91 | -93 | -96 | -72 | -90 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994727.224
- **Target RSSI fingerprint:** [-95, -78, -89, -85, -80, -84, -74, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.8687629688396,
71.50079727172852,
51.816
] | 8 |
29,521 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691821.175 | 189.346 | 90.942 | 51.816 | -84 | -80 | -82 | -80 | -83 | -73 | -78 | -81 |
| B | 1723691265.150 | 136.703 | 23.290 | 51.816 | -100 | -77 | -77 | -100 | -75 | -100 | -74 | -84 |
| C | 1723691737.128 | 217.366 | 79.503 | 51.816 | -77 | -85 | -82 | -79 | -76 | -77 | -77 | -82 |
| D | 1723691827.130 | 212.271 | 110.516 | 51.816 | -80 | -85 | -81 | -79 | -84 | -75 | -81 | -79 |
| E | 1723691841.132 | 230.951 | 92.946 | 51.816 | -84 | -84 | -83 | -77 | -100 | -74 | -77 | -78 |
| F | 1723691464.151 | 167.270 | 15.500 | 51.816 | -87 | -83 | -84 | -78 | -80 | -81 | -78 | -71 |
| G | 1723691794.139 | 123.117 | 64.242 | 51.816 | -85 | -84 | -81 | -77 | -78 | -74 | -78 | -72 |
| H | 1723691413.136 | 163.024 | 62.795 | 51.816 | -87 | -84 | -84 | -81 | -79 | -76 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691448.151
- **Target RSSI fingerprint:** [-79, -84, -83, -78, -80, -86, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
227.55502407387695,
85.63374996185303,
51.816
] | 8 |
19,869 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004910.156 | 94.246 | 12.992 | 60.960 | -85 | -77 | -71 | -70 | -68 | -79 | -72 | -61 |
| B | 1723004638.154 | 53.491 | 88.805 | 60.960 | -82 | -86 | -82 | -83 | -82 | -85 | -89 | -75 |
| C | 1723004333.157 | 81.510 | 14.332 | 60.960 | -74 | -75 | -81 | -85 | -81 | -69 | -71 | -75 |
| D | 1723004195.155 | 75.567 | 2.256 | 60.960 | -100 | -87 | -95 | -95 | -93 | -100 | -83 | -72 |
| E | 1723004332.210 | 78.963 | 10.032 | 60.960 | -74 | -78 | -80 | -85 | -78 | -68 | -73 | -78 |
| F | 1723004623.164 | 71.321 | 57.806 | 60.960 | -80 | -83 | -78 | -86 | -79 | -77 | -74 | -80 |
| G | 1723004880.159 | 11.038 | 54.302 | 60.960 | -70 | -76 | -80 | -78 | -77 | -81 | -71 | -76 |
| H | 1723004742.161 | 13.585 | 45.013 | 60.960 | -73 | -81 | -69 | -71 | -68 | -88 | -86 | -69 |
| I | 1723004440.154 | 5.094 | 71.368 | 60.960 | -71 | -78 | -76 | -72 | -76 | -75 | -70 | -74 |
| J | 1723004793.152 | 126.510 | 89.177 | 60.960 | -100 | -88 | -88 | -80 | -88 | -80 | -81 | -67 |
| K | 1723004443.153 | 8.491 | 57.209 | 60.960 | -70 | -77 | -79 | -76 | -75 | -76 | -71 | -80 |
| L | 1723005127.154 | 70.472 | 1.553 | 60.960 | -100 | -94 | -94 | -97 | -95 | -100 | -93 | -82 |
| M | 1723004340.138 | 98.491 | 45.902 | 60.960 | -74 | -81 | -82 | -85 | -75 | -68 | -72 | -75 |
| N | 1723005014.166 | 126.510 | 87.107 | 60.960 | -100 | -86 | -83 | -81 | -87 | -86 | -71 | -57 |
| O | 1723004578.138 | 128.208 | 71.872 | 60.960 | -100 | -87 | -87 | -88 | -88 | -66 | -75 | -59 |
| P | 1723004428.138 | 13.585 | 86.629 | 60.960 | -75 | -80 | -83 | -78 | -85 | -86 | -85 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004430.143
- **Target RSSI fingerprint:** [-74, -83, -84, -79, -82, -86, -87, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245311075765269,
86.00532054901123,
60.96
] | 16 |
35,218 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123427.135 | 55.191 | 14.916 | 60.960 | -80 | -78 | -83 | -81 | -77 | -82 | -76 | -67 |
| B | 1724123344.142 | 97.645 | 77.990 | 60.960 | -80 | -100 | -73 | -76 | -78 | -77 | -81 | -72 |
| C | 1724123308.162 | 13.585 | 31.252 | 60.960 | -100 | -76 | -79 | -79 | -77 | -77 | -72 | -71 |
| D | 1724123487.122 | 10.189 | 40.090 | 60.960 | -77 | -70 | -79 | -100 | -79 | -76 | -69 | -65 |
| E | 1724123289.187 | 63.681 | 42.094 | 60.960 | -100 | -79 | -79 | -70 | -78 | -78 | -83 | -64 |
| F | 1724123362.124 | 96.796 | 32.804 | 60.960 | -71 | -100 | -75 | -66 | -76 | -77 | -79 | -61 |
| G | 1724123604.149 | 16.133 | 35.153 | 60.960 | -76 | -81 | -74 | -84 | -77 | -78 | -75 | -77 |
| H | 1724123142.140 | 15.284 | 49.246 | 60.960 | -76 | -74 | -78 | -75 | -75 | -77 | -67 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123165.141
- **Target RSSI fingerprint:** [-79, -86, -82, -83, -81, -80, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.70127059992215,
84.51903820037842,
60.96
] | 8 |
30,908 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696362.155 | 20.378 | 41.231 | 42.672 | -80 | -78 | -73 | -79 | -74 | -76 | -70 | -72 |
| B | 1723696598.149 | 63.681 | 39.798 | 42.672 | -85 | -77 | -75 | -76 | -79 | -78 | -77 | -63 |
| C | 1723696622.176 | 21.227 | 47.667 | 42.672 | -83 | -77 | -100 | -72 | -68 | -68 | -66 | -66 |
| D | 1723696833.162 | 124.816 | 49.711 | 42.672 | -82 | -76 | -75 | -80 | -77 | -78 | -84 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696528.159
- **Target RSSI fingerprint:** [-100, -82, -75, -77, -79, -78, -72, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.321661062669452,
51.03787422180176,
42.672000000000004
] | 4 |
23,760 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938255.115 | 58.586 | 11.333 | 30.480 | -80 | -74 | -75 | -77 | -73 | -76 | -75 | -63 |
| B | 1725937812.124 | 90.001 | 3.503 | 30.480 | -85 | -75 | -82 | -81 | -70 | -84 | -81 | -67 |
| C | 1725937928.177 | 31.416 | 111.206 | 30.480 | -81 | -100 | -81 | -78 | -79 | -71 | -59 | -66 |
| D | 1725938186.138 | 107.832 | 38.046 | 30.480 | -87 | -72 | -85 | -100 | -79 | -87 | -83 | -77 |
| E | 1725937583.169 | 77.265 | 8.705 | 30.480 | -85 | -71 | -84 | -84 | -70 | -82 | -81 | -72 |
| F | 1725938023.171 | 45.001 | 13.615 | 30.480 | -78 | -100 | -81 | -79 | -66 | -75 | -73 | -68 |
| G | 1725938240.141 | 10.189 | 21.379 | 30.480 | -69 | -100 | -72 | -69 | -74 | -63 | -59 | -62 |
| H | 1725937726.162 | 98.492 | 54.316 | 30.480 | -82 | -77 | -82 | -79 | -81 | -78 | -71 | -74 |
| I | 1725938170.154 | 78.963 | 73.239 | 30.480 | -84 | -58 | -77 | -80 | -100 | -81 | -79 | -72 |
| J | 1725937625.152 | 62.831 | 75.190 | 30.480 | -77 | -61 | -71 | -67 | -70 | -82 | -78 | -65 |
| K | 1725937793.147 | 28.868 | 18.778 | 30.480 | -66 | -100 | -70 | -72 | -70 | -63 | -58 | -56 |
| L | 1725937955.157 | 106.134 | 44.947 | 30.480 | -81 | -77 | -80 | -78 | -100 | -75 | -70 | -79 |
| M | 1725937760.147 | 36.510 | 49.817 | 30.480 | -73 | -77 | -69 | -68 | -76 | -82 | -83 | -70 |
| N | 1725938109.180 | 11.038 | 17.092 | 30.480 | -87 | -71 | -85 | -82 | -64 | -78 | -75 | -59 |
| O | 1725938225.149 | 4.245 | 50.600 | 30.480 | -76 | -72 | -80 | -79 | -71 | -71 | -65 | -60 |
| P | 1725938003.160 | 3.396 | 36.135 | 30.480 | -67 | -66 | -69 | -66 | -67 | -64 | -59 | -55 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938147.153
- **Target RSSI fingerprint:** [-77, -73, -80, -75, -100, -75, -59, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528564151101623,
121.3443374633789,
30.48
] | 16 |
16,486 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999868.139 | 90.850 | 49.167 | 42.672 | -84 | -82 | -89 | -85 | -78 | -73 | -86 | -67 |
| B | 1722999685.144 | 30.566 | 91.459 | 42.672 | -84 | -86 | -79 | -90 | -88 | -87 | -70 | -84 |
| C | 1722999883.143 | 16.981 | 47.229 | 42.672 | -90 | -87 | -87 | -80 | -85 | -83 | -90 | -70 |
| D | 1722999875.137 | 56.038 | 48.450 | 42.672 | -84 | -80 | -87 | -86 | -79 | -82 | -87 | -66 |
| E | 1722999914.162 | 48.397 | 93.835 | 42.672 | -82 | -87 | -80 | -88 | -87 | -82 | -67 | -79 |
| F | 1723000033.155 | 16.981 | 21.352 | 42.672 | -83 | -83 | -73 | -79 | -85 | -87 | -70 | -71 |
| G | 1722999501.147 | 140.944 | 23.621 | 42.672 | -82 | -78 | -83 | -69 | -68 | -68 | -74 | -76 |
| H | 1723000091.156 | 97.642 | 49.485 | 42.672 | -80 | -80 | -89 | -84 | -76 | -73 | -85 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999698.142
- **Target RSSI fingerprint:** [-81, -75, -81, -89, -92, -88, -67, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79309396995197,
95.44055938720703,
42.672000000000004
] | 8 |
44,325 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126882.142 | 139.250 | 45.000 | 42.672 | -73 | -78 | -86 | -100 | -85 | -84 | -86 | -80 |
| B | 1724126717.133 | 107.834 | 94.021 | 42.672 | -81 | -82 | -100 | -69 | -90 | -75 | -81 | -80 |
| C | 1724126355.125 | 2.547 | 121.411 | 42.672 | -96 | -101 | -100 | -96 | -100 | -100 | -100 | -98 |
| D | 1724126907.147 | 82.361 | 79.582 | 42.672 | -81 | -85 | -100 | -73 | -88 | -82 | -67 | -80 |
| E | 1724126746.155 | 40.756 | 34.768 | 42.672 | -80 | -63 | -63 | -72 | -72 | -63 | -73 | -51 |
| F | 1724127088.156 | 95.098 | 87.903 | 42.672 | -82 | -86 | -100 | -71 | -90 | -85 | -84 | -86 |
| G | 1724126778.143 | 130.759 | 70.678 | 42.672 | -87 | -82 | -86 | -100 | -84 | -83 | -85 | -75 |
| H | 1724126815.153 | 55.191 | 0.066 | 42.672 | -100 | -100 | -100 | -100 | -100 | -80 | -61 | -78 |
| I | 1724126855.137 | 87.456 | 44.628 | 42.672 | -83 | -82 | -74 | -89 | -72 | -78 | -76 | -80 |
| J | 1724126639.149 | 39.907 | 30.256 | 42.672 | -81 | -66 | -69 | -82 | -85 | -100 | -67 | -53 |
| K | 1724126656.130 | 57.738 | 70.572 | 42.672 | -75 | -84 | -100 | -74 | -85 | -81 | -66 | -81 |
| L | 1724127113.133 | 39.907 | 37.157 | 42.672 | -100 | -100 | -64 | -77 | -77 | -72 | -77 | -59 |
| M | 1724127043.137 | 95.098 | 26.647 | 42.672 | -87 | -85 | -77 | -92 | -73 | -76 | -84 | -75 |
| N | 1724126667.129 | 77.267 | 67.228 | 42.672 | -80 | -83 | -71 | -76 | -75 | -79 | -75 | -72 |
| O | 1724126779.151 | 131.608 | 69.099 | 42.672 | -84 | -81 | -76 | -82 | -76 | -85 | -86 | -81 |
| P | 1724126949.138 | 95.098 | 55.271 | 42.672 | -72 | -80 | -100 | -85 | -86 | -75 | -76 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127048.164
- **Target RSSI fingerprint:** [-100, -100, -69, -92, -70, -74, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.6448908763217,
22.466750144958496,
42.672000000000004
] | 16 |
14,468 | **[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 | 1723009759.151 | 200.379 | 16.429 | 60.960 | -84 | -100 | -81 | -77 | -86 | -100 | -76 | -81 |
| B | 1723010245.146 | 148.586 | 35.074 | 60.960 | -76 | -87 | -82 | -70 | -81 | -79 | -81 | -80 |
| C | 1723010316.139 | 1.698 | 81.109 | 60.960 | -75 | -76 | -79 | -77 | -75 | -82 | -81 | -82 |
| D | 1723010345.144 | 76.416 | 8.135 | 60.960 | -75 | -75 | -83 | -77 | -79 | -79 | -65 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009850.139
- **Target RSSI fingerprint:** [-100, -78, -79, -100, -76, -66, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94373289906026,
85.64702033996582,
60.96
] | 4 |
33,323 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696874.151 | 45.851 | 59.133 | 42.672 | -80 | -78 | -78 | -80 | -81 | -71 | -78 | -63 |
| B | 1723696828.144 | 109.532 | 71.076 | 42.672 | -100 | -80 | -74 | -70 | -76 | -100 | -79 | -100 |
| C | 1723696421.130 | 78.116 | 46.194 | 42.672 | -78 | -78 | -79 | -81 | -80 | -79 | -77 | -63 |
| D | 1723696602.141 | 45.002 | 31.172 | 42.672 | -76 | -76 | -83 | -100 | -78 | -69 | -76 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696683.109
- **Target RSSI fingerprint:** [-80, -78, -84, -76, -71, -82, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
75.56863982508327,
35.020527839660645,
42.672000000000004
] | 4 |
15,104 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994895.215 | 60.283 | 4.804 | 51.816 | -94 | -84 | -81 | -77 | -89 | -92 | -79 | -75 |
| B | 1731994507.217 | 77.265 | 41.669 | 51.816 | -84 | -82 | -81 | -82 | -82 | -79 | -70 | -78 |
| C | 1731994385.222 | 11.038 | 60.009 | 51.816 | -91 | -94 | -75 | -86 | -81 | -69 | -70 | -74 |
| D | 1731994659.223 | 30.566 | 37.409 | 51.816 | -75 | -84 | -88 | -91 | -84 | -83 | -84 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994611.194
- **Target RSSI fingerprint:** [-80, -75, -88, -87, -79, -78, -76, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90625926345686,
97.73633480072021,
51.816
] | 4 |
11,098 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006954.152 | 167.265 | 51.025 | 42.672 | -78 | -88 | -87 | -76 | -78 | -70 | -79 | -65 |
| B | 1723006724.145 | 144.341 | 51.582 | 42.672 | -84 | -88 | -83 | -73 | -77 | -68 | -69 | -75 |
| C | 1723006747.165 | 108.680 | 6.250 | 42.672 | -73 | -78 | -82 | -86 | -100 | -90 | -83 | -70 |
| D | 1723006725.161 | 146.039 | 46.778 | 42.672 | -81 | -87 | -81 | -72 | -76 | -67 | -72 | -72 |
| E | 1723006501.163 | 147.737 | 42.067 | 42.672 | -70 | -79 | -74 | -70 | -73 | -67 | -81 | -73 |
| F | 1723006477.174 | 90.001 | 88.142 | 42.672 | -86 | -87 | -88 | -81 | -76 | -76 | -73 | -78 |
| G | 1723006777.153 | 64.529 | 81.931 | 42.672 | -85 | -78 | -73 | -83 | -80 | -85 | -68 | -81 |
| H | 1723006294.151 | 135.850 | 4.260 | 42.672 | -73 | -76 | -79 | -84 | -85 | -86 | -83 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006953.164
- **Target RSSI fingerprint:** [-87, -87, -87, -75, -81, -70, -82, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
163.8690072396196,
54.80666160583496,
42.672000000000004
] | 8 |
35,193 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123096.138 | 106.985 | 54.037 | 60.960 | -73 | -100 | -79 | -76 | -82 | -85 | -78 | -61 |
| B | 1724123322.131 | 30.567 | 54.714 | 60.960 | -83 | -90 | -80 | -76 | -76 | -77 | -73 | -67 |
| C | 1724123285.145 | 80.663 | 50.839 | 60.960 | -100 | -75 | -76 | -76 | -83 | -74 | -72 | -61 |
| D | 1724123133.152 | 10.189 | 38.829 | 60.960 | -76 | -87 | -78 | -79 | -71 | -80 | -81 | -67 |
| E | 1724123540.148 | 84.059 | 27.642 | 60.960 | -79 | -74 | -100 | -100 | -100 | -74 | -66 | -62 |
| F | 1724123385.119 | 47.549 | 62.676 | 60.960 | -76 | -89 | -82 | -78 | -83 | -79 | -83 | -65 |
| G | 1724123536.138 | 101.890 | 36.958 | 60.960 | -85 | -74 | -79 | -78 | -100 | -77 | -68 | -63 |
| H | 1724123107.139 | 91.701 | 57.023 | 60.960 | -100 | -71 | -75 | -75 | -74 | -70 | -69 | -60 |
| I | 1724123261.131 | 101.890 | 40.568 | 60.960 | -85 | -71 | -86 | -79 | -83 | -73 | -74 | -65 |
| J | 1724123082.119 | 89.154 | 33.640 | 60.960 | -82 | -75 | -84 | -78 | -80 | -77 | -72 | -66 |
| K | 1724123061.144 | 30.567 | 11.877 | 60.960 | -80 | -79 | -78 | -75 | -70 | -79 | -77 | -77 |
| L | 1724123476.125 | 23.774 | 20.436 | 60.960 | -80 | -80 | -80 | -100 | -71 | -79 | -84 | -66 |
| M | 1724123296.132 | 33.114 | 26.421 | 60.960 | -81 | -82 | -81 | -80 | -74 | -79 | -74 | -65 |
| N | 1724123135.140 | 7.642 | 45.079 | 60.960 | -76 | -86 | -76 | -75 | -70 | -78 | -100 | -63 |
| O | 1724123380.150 | 55.191 | 48.132 | 60.960 | -78 | -89 | -82 | -77 | -78 | -78 | -79 | -66 |
| P | 1724123357.141 | 116.325 | 44.588 | 60.960 | -76 | -77 | -82 | -79 | -83 | -79 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123421.161
- **Target RSSI fingerprint:** [-84, -82, -80, -77, -78, -79, -87, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526187775039,
2.7602386474609375,
60.96
] | 16 |
35,288 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128832.142 | 98.494 | 23.767 | 51.816 | -100 | -100 | -100 | -86 | -81 | -64 | -70 | -63 |
| B | 1724128552.142 | 111.230 | 62.344 | 51.816 | -100 | -76 | -100 | -76 | -74 | -74 | -78 | -68 |
| C | 1724128502.165 | 112.079 | 97.458 | 51.816 | -82 | -82 | -77 | -80 | -71 | -74 | -78 | -73 |
| D | 1724128654.131 | 113.778 | 31.729 | 51.816 | -86 | -100 | -85 | -78 | -79 | -75 | -78 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128541.149
- **Target RSSI fingerprint:** [-81, -77, -66, -78, -81, -81, -81, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98327828143513,
37.86038875579834,
51.816
] | 4 |
26,769 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938183.166 | 107.832 | 45.292 | 30.480 | -84 | -86 | -84 | -79 | -80 | -86 | -82 | -74 |
| B | 1725937830.163 | 97.643 | 21.445 | 30.480 | -86 | -86 | -84 | -62 | -79 | -84 | -80 | -76 |
| C | 1725937252.154 | 44.152 | 5.613 | 30.480 | -95 | -95 | -94 | -100 | -82 | -91 | -93 | -87 |
| D | 1725937993.152 | 7.642 | 65.649 | 30.480 | -83 | -67 | -74 | -61 | -75 | -62 | -48 | -64 |
| E | 1725938215.142 | 13.585 | 62.318 | 30.480 | -73 | -65 | -69 | -63 | -73 | -60 | -51 | -72 |
| F | 1725938240.141 | 10.189 | 21.379 | 30.480 | -72 | -69 | -72 | -100 | -74 | -63 | -59 | -62 |
| G | 1725937931.148 | 43.302 | 100.762 | 30.480 | -80 | -75 | -80 | -69 | -76 | -75 | -66 | -72 |
| H | 1725937960.150 | 106.134 | 42.187 | 30.480 | -81 | -86 | -86 | -63 | -76 | -85 | -83 | -77 |
| I | 1725937660.144 | 6.793 | 18.433 | 30.480 | -80 | -82 | -83 | -83 | -62 | -78 | -76 | -53 |
| J | 1725937257.134 | 50.095 | 8.175 | 30.480 | -95 | -96 | -94 | -100 | -86 | -92 | -89 | -86 |
| K | 1725938001.153 | 4.245 | 48.503 | 30.480 | -77 | -70 | -72 | -71 | -71 | -67 | -62 | -63 |
| L | 1725938201.158 | 77.265 | 30.655 | 30.480 | -85 | -85 | -81 | -61 | -77 | -84 | -78 | -76 |
| M | 1725937781.146 | 3.396 | 24.683 | 30.480 | -64 | -68 | -66 | -100 | -69 | -73 | -77 | -67 |
| N | 1725938348.155 | 39.057 | 7.047 | 30.480 | -79 | -91 | -83 | -100 | -77 | -84 | -78 | -87 |
| O | 1725938259.158 | 78.114 | 6.794 | 30.480 | -84 | -82 | -81 | -100 | -75 | -79 | -77 | -65 |
| P | 1725938167.148 | 69.624 | 81.427 | 30.480 | -78 | -82 | -83 | -68 | -100 | -86 | -85 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937951.155
- **Target RSSI fingerprint:** [-82, -83, -80, -66, -100, -74, -70, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94468474236884,
54.75358009338379,
30.48
] | 16 |
28,498 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937843.165 | 92.548 | 47.243 | 30.480 | -75 | -76 | -77 | -72 | -73 | -64 | -70 | -75 |
| B | 1725938195.147 | 102.737 | 18.963 | 30.480 | -100 | -86 | -85 | -70 | -91 | -74 | -81 | -76 |
| C | 1725937831.133 | 97.643 | 24.630 | 30.480 | -76 | -83 | -85 | -62 | -81 | -73 | -79 | -74 |
| D | 1725938093.347 | 56.038 | 19.070 | 30.480 | -71 | -83 | -86 | -75 | -81 | -76 | -81 | -67 |
| E | 1725938249.108 | 50.095 | 13.284 | 30.480 | -69 | -80 | -82 | -100 | -80 | -77 | -75 | -73 |
| F | 1725937933.148 | 51.793 | 93.357 | 30.480 | -100 | -73 | -70 | -69 | -68 | -70 | -62 | -62 |
| G | 1725937812.124 | 90.001 | 3.503 | 30.480 | -78 | -82 | -85 | -100 | -84 | -75 | -81 | -67 |
| H | 1725937616.152 | 92.548 | 44.496 | 30.480 | -75 | -76 | -77 | -72 | -72 | -65 | -70 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937799.152
- **Target RSSI fingerprint:** [-66, -79, -79, -100, -76, -73, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09501238760851,
14.278926849365234,
30.48
] | 8 |
43,052 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690155.159 | 163.874 | 57.328 | 42.672 | -79 | -83 | -100 | -78 | -82 | -82 | -79 | -75 |
| B | 1723690195.168 | 215.668 | 61.575 | 42.672 | -84 | -90 | -79 | -75 | -81 | -100 | -100 | -87 |
| C | 1723690233.136 | 90.852 | 31.942 | 42.672 | -86 | -85 | -73 | -76 | -100 | -73 | -71 | -85 |
| D | 1723689885.154 | 233.499 | 86.881 | 42.672 | -85 | -81 | -100 | -100 | -83 | -100 | -100 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689761.154
- **Target RSSI fingerprint:** [-84, -81, -81, -80, -87, -81, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
185.10072574301057,
77.99001216888428,
42.672000000000004
] | 4 |
35,285 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130154.123 | 141.797 | 56.837 | 60.960 | -80 | -73 | -81 | -74 | -77 | -79 | -72 | -75 |
| B | 1724129954.117 | 106.985 | 56.306 | 60.960 | -77 | -80 | -77 | -81 | -81 | -72 | -68 | -70 |
| C | 1724130469.139 | 8.491 | 113.847 | 60.960 | -88 | -89 | -100 | -94 | -100 | -93 | -100 | -88 |
| D | 1724129907.139 | 109.532 | 91.128 | 60.960 | -81 | -82 | -74 | -82 | -76 | -75 | -71 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130046.130
- **Target RSSI fingerprint:** [-83, -83, -83, -76, -77, -76, -72, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.94671735393808,
34.5427942276001,
60.96
] | 4 |
5,225 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010573.167 | 196.133 | 0.000 | 60.960 | -100 | -81 | -83 | -98 | -95 | -85 | -100 | -82 |
| B | 1723010002.141 | 123.963 | 88.235 | 60.960 | -80 | -87 | -90 | -71 | -82 | -84 | -76 | -82 |
| C | 1723010050.157 | 95.095 | 14.279 | 60.960 | -81 | -88 | -90 | -86 | -82 | -89 | -77 | -79 |
| D | 1723009921.156 | 151.133 | 22.613 | 60.960 | -86 | -80 | -85 | -88 | -73 | -81 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009960.148
- **Target RSSI fingerprint:** [-81, -86, -74, -87, -65, -71, -70, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.47186644953013,
42.717347145080566,
60.96
] | 4 |
2,138 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828586.159 | 49.246 | 53.626 | 42.672 | -90 | -91 | -83 | -89 | -87 | -79 | -77 | -73 |
| B | 1722828455.151 | 16.981 | 44.190 | 42.672 | -76 | -86 | -82 | -90 | -87 | -71 | -79 | -76 |
| C | 1722828639.136 | 67.076 | 7.577 | 42.672 | -99 | -98 | -100 | -88 | -79 | -95 | -87 | -87 |
| D | 1722829109.151 | 66.227 | 5.998 | 42.672 | -97 | -94 | -88 | -86 | -82 | -92 | -82 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828718.157
- **Target RSSI fingerprint:** [-97, -92, -88, -81, -86, -81, -86, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
125.6612591687805,
65.79453468322754,
42.672000000000004
] | 4 |
28,499 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937843.165 | 92.548 | 47.243 | 30.480 | -75 | -76 | -77 | -72 | -73 | -64 | -70 | -75 |
| B | 1725937831.133 | 97.643 | 24.630 | 30.480 | -76 | -83 | -85 | -62 | -81 | -73 | -79 | -74 |
| C | 1725938249.108 | 50.095 | 13.284 | 30.480 | -69 | -80 | -82 | -100 | -80 | -77 | -75 | -73 |
| D | 1725937812.124 | 90.001 | 3.503 | 30.480 | -78 | -82 | -85 | -100 | -84 | -75 | -81 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937799.152
- **Target RSSI fingerprint:** [-66, -79, -79, -100, -76, -73, -73, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09501238760851,
14.278926849365234,
30.48
] | 4 |
43,631 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128672.130 | 129.061 | 73.757 | 51.816 | -87 | -70 | -87 | -82 | -75 | -77 | -79 | -66 |
| B | 1724128824.145 | 91.701 | 39.586 | 51.816 | -75 | -100 | -62 | -83 | -80 | -76 | -72 | -64 |
| C | 1724128881.150 | 50.096 | 64.547 | 51.816 | -100 | -86 | -76 | -83 | -78 | -65 | -80 | -72 |
| D | 1724128950.150 | 97.645 | 22.042 | 51.816 | -81 | -78 | -79 | -78 | -82 | -100 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128601.136
- **Target RSSI fingerprint:** [-82, -64, -100, -70, -71, -64, -76, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.246988223605996,
12.394533157348633,
51.816
] | 4 |
8,039 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004449.177 | 16.981 | 30.243 | 60.960 | -73 | -83 | -71 | -76 | -78 | -81 | -84 | -77 |
| B | 1723004386.135 | 95.095 | 9.289 | 60.960 | -81 | -79 | -83 | -73 | -75 | -78 | -69 | -68 |
| C | 1723004511.146 | 72.170 | 45.876 | 60.960 | -77 | -79 | -86 | -84 | -81 | -79 | -74 | -80 |
| D | 1723004597.139 | 131.605 | 12.381 | 60.960 | -81 | -81 | -86 | -75 | -70 | -76 | -72 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004912.131
- **Target RSSI fingerprint:** [-83, -100, -70, -73, -69, -77, -67, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43465246382561,
13.270378112792969,
60.96
] | 4 |
39,387 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130475.125 | 2.547 | 117.841 | 60.960 | -85 | -91 | -100 | -89 | -100 | -100 | -78 | -69 |
| B | 1724130141.121 | 118.872 | 60.619 | 60.960 | -84 | -83 | -76 | -81 | -75 | -71 | -73 | -72 |
| C | 1724130314.127 | 69.625 | 40.488 | 60.960 | -82 | -79 | -76 | -80 | -77 | -79 | -69 | -69 |
| D | 1724130009.127 | 45.002 | 27.536 | 60.960 | -81 | -79 | -73 | -74 | -76 | -77 | -71 | -68 |
| E | 1724130335.129 | 135.854 | 64.096 | 60.960 | -77 | -76 | -82 | -78 | -80 | -74 | -79 | -78 |
| F | 1724129989.124 | 93.399 | 17.769 | 60.960 | -82 | -86 | -100 | -86 | -78 | -81 | -73 | -63 |
| G | 1724130240.125 | 105.287 | 23.449 | 60.960 | -79 | -76 | -76 | -73 | -72 | -70 | -67 | -73 |
| H | 1724130471.121 | 6.793 | 115.306 | 60.960 | -89 | -87 | -100 | -87 | -100 | -100 | -87 | -76 |
| I | 1724130151.134 | 136.703 | 68.050 | 60.960 | -81 | -81 | -82 | -80 | -84 | -80 | -81 | -78 |
| J | 1724130138.134 | 104.438 | 53.758 | 60.960 | -82 | -81 | -75 | -81 | -71 | -72 | -72 | -72 |
| K | 1724130038.122 | 78.965 | 72.164 | 60.960 | -79 | -80 | -84 | -72 | -85 | -81 | -83 | -82 |
| L | 1724129874.129 | 123.117 | 31.026 | 60.960 | -83 | -81 | -75 | -81 | -74 | -70 | -69 | -77 |
| M | 1724130318.124 | 87.456 | 48.968 | 60.960 | -81 | -82 | -76 | -80 | -73 | -74 | -69 | -70 |
| N | 1724130128.131 | 54.342 | 29.314 | 60.960 | -83 | -81 | -74 | -69 | -70 | -74 | -66 | -69 |
| O | 1724129931.131 | 37.360 | 43.686 | 60.960 | -73 | -76 | -77 | -79 | -80 | -73 | -74 | -71 |
| P | 1724130030.132 | 71.323 | 74.911 | 60.960 | -100 | -81 | -76 | -73 | -73 | -69 | -71 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130096.135
- **Target RSSI fingerprint:** [-81, -81, -78, -83, -75, -68, -78, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90859942826378,
81.148362159729,
60.96
] | 16 |
23,922 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939113.140 | 41.604 | 11.638 | 42.672 | -100 | -89 | -100 | -100 | -88 | -100 | -100 | -86 |
| B | 1725939465.155 | 108.681 | 42.545 | 42.672 | -76 | -77 | -78 | -68 | -75 | -64 | -75 | -73 |
| C | 1725939880.145 | 61.133 | 12.620 | 42.672 | -82 | -74 | -75 | -75 | -74 | -85 | -66 | -65 |
| D | 1725939447.153 | 86.605 | 7.630 | 42.672 | -81 | -71 | -72 | -76 | -73 | -83 | -68 | -71 |
| E | 1725939406.171 | 18.679 | 63.698 | 42.672 | -72 | -68 | -71 | -72 | -68 | -68 | -67 | -73 |
| F | 1725939315.154 | 4.245 | 22.347 | 42.672 | -77 | -68 | -74 | -70 | -64 | -77 | -61 | -60 |
| G | 1725939402.156 | 37.359 | 55.072 | 42.672 | -76 | -76 | -79 | -72 | -75 | -68 | -70 | -70 |
| H | 1725939808.168 | 49.246 | 50.135 | 42.672 | -75 | -75 | -77 | -74 | -74 | -66 | -76 | -73 |
| I | 1725939797.150 | 97.643 | 27.072 | 42.672 | -76 | -76 | -81 | -79 | -78 | -62 | -71 | -69 |
| J | 1725939696.155 | 58.586 | 52.936 | 42.672 | -75 | -79 | -82 | -75 | -78 | -61 | -77 | -80 |
| K | 1725939853.157 | 50.944 | 16.853 | 42.672 | -77 | -100 | -68 | -74 | -73 | -86 | -71 | -66 |
| L | 1725939525.148 | 2.547 | 26.222 | 42.672 | -76 | -75 | -78 | -69 | -66 | -77 | -71 | -71 |
| M | 1725939703.142 | 52.642 | 18.499 | 42.672 | -84 | -81 | -82 | -78 | -81 | -76 | -78 | -77 |
| N | 1725939859.153 | 73.020 | 10.709 | 42.672 | -80 | -100 | -68 | -78 | -75 | -85 | -76 | -71 |
| O | 1725939274.139 | 84.907 | 62.543 | 42.672 | -79 | -70 | -78 | -77 | -78 | -67 | -78 | -77 |
| P | 1725939264.125 | 104.435 | 46.274 | 42.672 | -75 | -74 | -77 | -67 | -73 | -62 | -64 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939764.154
- **Target RSSI fingerprint:** [-79, -76, -82, -75, -77, -66, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.095013228439406,
97.40457534790039,
42.672000000000004
] | 16 |
43,164 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690251.134 | 12.736 | 68.037 | 42.672 | -74 | -100 | -75 | -70 | -89 | -79 | -68 | -81 |
| B | 1723690166.159 | 201.233 | 95.401 | 42.672 | -100 | -87 | -84 | -100 | -77 | -80 | -83 | -83 |
| C | 1723689584.146 | 28.869 | 70.572 | 42.672 | -76 | -100 | -79 | -70 | -83 | -78 | -76 | -82 |
| D | 1723689921.154 | 163.024 | 97.351 | 42.672 | -100 | -86 | -100 | -82 | -76 | -74 | -83 | -82 |
| E | 1723690333.149 | 4.245 | 69.125 | 42.672 | -99 | -94 | -97 | -102 | -106 | -104 | -90 | -95 |
| F | 1723689990.176 | 232.650 | 83.378 | 42.672 | -92 | -89 | -84 | -100 | -91 | -92 | -100 | -89 |
| G | 1723690165.153 | 197.837 | 91.725 | 42.672 | -100 | -88 | -84 | -100 | -77 | -82 | -83 | -88 |
| H | 1723689780.183 | 230.102 | 101.333 | 42.672 | -84 | -77 | -79 | -100 | -82 | -85 | -87 | -85 |
| I | 1723690155.159 | 163.874 | 57.328 | 42.672 | -78 | -75 | -79 | -100 | -79 | -82 | -85 | -83 |
| J | 1723689840.138 | 134.156 | 78.123 | 42.672 | -79 | -74 | -100 | -77 | -81 | -82 | -84 | -83 |
| K | 1723689682.137 | 226.706 | 77.977 | 42.672 | -89 | -85 | -88 | -85 | -100 | -100 | -82 | -81 |
| L | 1723690048.164 | 162.175 | 101.147 | 42.672 | -86 | -91 | -88 | -83 | -79 | -77 | -79 | -83 |
| M | 1723689612.164 | 155.383 | 14.146 | 42.672 | -76 | -77 | -75 | -71 | -100 | -100 | -85 | -78 |
| N | 1723689655.154 | 168.968 | 99.607 | 42.672 | -100 | -80 | -82 | -79 | -71 | -71 | -100 | -86 |
| O | 1723690017.154 | 155.383 | 2.774 | 42.672 | -81 | -82 | -85 | -73 | -100 | -100 | -86 | -87 |
| P | 1723690321.153 | 14.434 | 72.324 | 42.672 | -100 | -95 | -102 | -97 | -96 | -92 | -86 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690028.152
- **Target RSSI fingerprint:** [-66, -85, -80, -69, -68, -72, -82, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.06105648136517,
49.87008094787598,
42.672000000000004
] | 16 |
23,303 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943477.158 | 53.491 | 42.611 | 60.960 | -72 | -74 | -73 | -71 | -77 | -75 | -74 | -70 |
| B | 1725942804.160 | 34.812 | 7.272 | 60.960 | -100 | -100 | -100 | -100 | -81 | -76 | -75 | -100 |
| C | 1725943254.154 | 106.133 | 37.396 | 60.960 | -74 | -73 | -73 | -75 | -74 | -79 | -79 | -60 |
| D | 1725943530.163 | 101.039 | 1.871 | 60.960 | -78 | -79 | -81 | -84 | -75 | -72 | -70 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942975.156
- **Target RSSI fingerprint:** [-77, -73, -74, -75, -78, -77, -77, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58569146130438,
20.794682502746582,
60.96
] | 4 |
21,750 | **[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 | 1725939451.146 | 102.737 | 5.242 | 42.672 | -76 | -77 | -77 | -74 | -71 | -71 | -75 | -68 |
| B | 1725939529.142 | 5.943 | 45.305 | 42.672 | -74 | -76 | -77 | -68 | -77 | -77 | -70 | -74 |
| C | 1725939608.142 | 17.830 | 62.172 | 42.672 | -75 | -75 | -79 | -75 | -75 | -75 | -66 | -72 |
| D | 1725939506.156 | 53.491 | 12.700 | 42.672 | -83 | -78 | -84 | -83 | -78 | -75 | -71 | -75 |
| E | 1725939649.156 | 86.605 | 3.410 | 42.672 | -84 | -70 | -73 | -79 | -68 | -73 | -83 | -72 |
| F | 1725939581.144 | 102.737 | 41.682 | 42.672 | -74 | -78 | -85 | -76 | -75 | -79 | -59 | -73 |
| G | 1725939956.157 | 45.001 | 13.045 | 42.672 | -100 | -89 | -100 | -100 | -100 | -81 | -100 | -85 |
| H | 1725939650.150 | 90.850 | 2.336 | 42.672 | -82 | -76 | -74 | -75 | -74 | -73 | -82 | -71 |
| I | 1725939695.152 | 60.284 | 58.575 | 42.672 | -75 | -71 | -78 | -75 | -73 | -74 | -61 | -68 |
| J | 1725939890.144 | 57.737 | 11.678 | 42.672 | -73 | -100 | -62 | -73 | -66 | -75 | -75 | -66 |
| K | 1725939814.173 | 22.076 | 61.190 | 42.672 | -73 | -71 | -73 | -74 | -78 | -70 | -67 | -66 |
| L | 1725939269.136 | 102.737 | 47.481 | 42.672 | -73 | -75 | -77 | -77 | -73 | -78 | -61 | -74 |
| M | 1725939555.143 | 35.661 | 112.241 | 42.672 | -80 | -78 | -84 | -72 | -78 | -79 | -70 | -73 |
| N | 1725939676.139 | 96.794 | 55.523 | 42.672 | -78 | -68 | -78 | -78 | -75 | -78 | -70 | -77 |
| O | 1725939853.157 | 50.944 | 16.853 | 42.672 | -77 | -100 | -68 | -74 | -71 | -73 | -86 | -66 |
| P | 1725939796.134 | 101.888 | 25.585 | 42.672 | -78 | -78 | -79 | -80 | -77 | -79 | -64 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939848.137
- **Target RSSI fingerprint:** [-80, -73, -65, -72, -74, -72, -76, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.54780916597638,
17.424006462097168,
42.672000000000004
] | 16 |
40,819 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698040.137 | 116.325 | 60.009 | 51.816 | -82 | -78 | -73 | -75 | -81 | -100 | -78 | -79 |
| B | 1723698128.155 | 110.381 | 38.418 | 51.816 | -72 | -77 | -74 | -75 | -70 | -66 | -73 | -74 |
| C | 1723698564.163 | 7.642 | 59.013 | 51.816 | -91 | -93 | -100 | -93 | -100 | -82 | -99 | -86 |
| D | 1723698125.144 | 95.947 | 31.637 | 51.816 | -80 | -76 | -69 | -78 | -72 | -65 | -73 | -68 |
| E | 1723698195.152 | 61.983 | 72.151 | 51.816 | -81 | -82 | -72 | -81 | -75 | -80 | -74 | -72 |
| F | 1723698008.139 | 16.982 | 50.918 | 51.816 | -78 | -80 | -73 | -80 | -77 | -71 | -73 | -75 |
| G | 1723697964.131 | 120.570 | 52.272 | 51.816 | -82 | -80 | -80 | -81 | -70 | -81 | -70 | -75 |
| H | 1723697921.150 | 16.133 | 50.746 | 51.816 | -82 | -75 | -76 | -77 | -74 | -79 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698129.150
- **Target RSSI fingerprint:** [-79, -79, -75, -77, -73, -66, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.62658897472069,
40.872764587402344,
51.816
] | 8 |
20,434 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003135.149 | 24.623 | 12.965 | 51.816 | -77 | -72 | -73 | -77 | -75 | -71 | -70 | -73 |
| B | 1723003262.147 | 126.510 | 63.525 | 51.816 | -81 | -84 | -86 | -74 | -83 | -89 | -71 | -68 |
| C | 1723002895.155 | 2.547 | 85.766 | 51.816 | -82 | -83 | -75 | -100 | -71 | -70 | -82 | -100 |
| D | 1723002569.135 | 71.321 | 2.641 | 51.816 | -83 | -90 | -81 | -77 | -76 | -96 | -87 | -78 |
| E | 1723002968.145 | 108.680 | 49.140 | 51.816 | -86 | -89 | -79 | -100 | -81 | -80 | -84 | -61 |
| F | 1723002894.151 | 4.245 | 85.660 | 51.816 | -84 | -86 | -79 | -64 | -76 | -70 | -86 | -73 |
| G | 1723003131.164 | 18.679 | 32.937 | 51.816 | -77 | -76 | -75 | -74 | -73 | -76 | -69 | -72 |
| H | 1723002809.150 | 114.623 | 75.840 | 51.816 | -82 | -84 | -85 | -86 | -83 | -93 | -71 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003582.143
- **Target RSSI fingerprint:** [-103, -92, -103, -103, -109, -99, -89, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32122617914752,
2.123260498046875,
51.816
] | 8 |
25,942 | **[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 | 1725943085.151 | 10.189 | 62.503 | 60.960 | -80 | -75 | -76 | -74 | -80 | -71 | -75 | -66 |
| B | 1725943188.161 | 22.925 | 14.252 | 60.960 | -76 | -77 | -73 | -74 | -77 | -76 | -73 | -73 |
| C | 1725942926.148 | 98.492 | 5.428 | 60.960 | -83 | -74 | -74 | -73 | -85 | -76 | -64 | -79 |
| D | 1725942923.157 | 85.756 | 8.241 | 60.960 | -74 | -71 | -70 | -74 | -76 | -71 | -67 | -80 |
| E | 1725943091.173 | 9.340 | 59.266 | 60.960 | -81 | -75 | -75 | -74 | -80 | -73 | -76 | -67 |
| F | 1725943086.176 | 9.340 | 62.994 | 60.960 | -80 | -76 | -65 | -74 | -76 | -73 | -77 | -72 |
| G | 1725943166.175 | 62.831 | 57.620 | 60.960 | -79 | -75 | -78 | -74 | -69 | -76 | -75 | -62 |
| H | 1725943114.165 | 40.755 | 12.806 | 60.960 | -76 | -76 | -71 | -78 | -79 | -74 | -70 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942965.155
- **Target RSSI fingerprint:** [-77, -77, -76, -77, -69, -76, -75, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.680099414461274,
69.05904769897461,
60.96
] | 8 |
19,124 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833612.164 | 73.019 | 11.134 | 60.960 | -90 | -88 | -87 | -80 | -84 | -100 | -85 | -82 |
| B | 1722833776.153 | 101.888 | 92.375 | 60.960 | -84 | -82 | -85 | -80 | -77 | -79 | -75 | -81 |
| C | 1722833913.160 | 73.868 | 118.637 | 60.960 | -85 | -94 | -89 | -89 | -88 | -89 | -95 | -92 |
| D | 1722833762.155 | 55.189 | 50.985 | 60.960 | -89 | -95 | -90 | -80 | -88 | -90 | -80 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833685.168
- **Target RSSI fingerprint:** [-100, -78, -78, -81, -78, -64, -77, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.0196952968577,
52.683401107788086,
60.96
] | 4 |
27,013 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939584.154 | 102.737 | 29.142 | 42.672 | -100 | -79 | -76 | -80 | -100 | -81 | -76 | -59 |
| B | 1725939533.158 | 10.189 | 65.688 | 42.672 | -72 | -68 | -66 | -70 | -55 | -78 | -74 | -67 |
| C | 1725939395.144 | 68.775 | 40.475 | 42.672 | -75 | -75 | -73 | -76 | -77 | -80 | -78 | -64 |
| D | 1725939293.141 | 57.737 | 46.101 | 42.672 | -70 | -77 | -75 | -72 | -81 | -75 | -73 | -59 |
| E | 1725939764.154 | 50.095 | 97.405 | 42.672 | -86 | -77 | -75 | -76 | -80 | -77 | -74 | -66 |
| F | 1725939734.152 | 8.491 | 62.265 | 42.672 | -73 | -72 | -71 | -76 | -60 | -77 | -74 | -70 |
| G | 1725939856.192 | 58.586 | 15.115 | 42.672 | -68 | -68 | -73 | -100 | -76 | -73 | -60 | -83 |
| H | 1725939816.148 | 13.585 | 64.932 | 42.672 | -78 | -75 | -76 | -76 | -73 | -77 | -73 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939756.147
- **Target RSSI fingerprint:** [-75, -76, -74, -76, -81, -76, -75, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
21.22670052052517,
124.88752841949463,
42.672000000000004
] | 8 |
24,662 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725942804.160 | 34.812 | 7.272 | 60.960 | -100 | -100 | -82 | -100 | -81 | -75 | -76 | -100 |
| B | 1725943335.144 | 100.190 | 8.865 | 60.960 | -78 | -74 | -83 | -78 | -79 | -81 | -79 | -68 |
| C | 1725943538.165 | 89.152 | 4.140 | 60.960 | -73 | -78 | -81 | -82 | -75 | -70 | -73 | -68 |
| D | 1725943526.156 | 87.454 | 5.109 | 60.960 | -74 | -81 | -76 | -81 | -75 | -70 | -74 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943000.152
- **Target RSSI fingerprint:** [-71, -72, -76, -72, -76, -72, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.849067992192817,
22.334046363830566,
60.96
] | 4 |
35,990 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696680.157 | 81.512 | 23.276 | 42.672 | -81 | -73 | -78 | -79 | -68 | -79 | -67 | -67 |
| B | 1723696566.144 | 101.041 | 33.402 | 42.672 | -83 | -80 | -74 | -67 | -73 | -69 | -76 | -82 |
| C | 1723696515.154 | 61.983 | 66.723 | 42.672 | -75 | -86 | -76 | -78 | -73 | -71 | -67 | -64 |
| D | 1723696758.175 | 114.627 | 61.110 | 42.672 | -85 | -88 | -79 | -84 | -71 | -76 | -72 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696997.162
- **Target RSSI fingerprint:** [-111, -103, -94, -100, -100, -101, -102, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.7926867258501815,
57.24841117858887,
42.672000000000004
] | 4 |
17,962 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008142.168 | 91.699 | 88.885 | 51.816 | -81 | -86 | -87 | -77 | -84 | -76 | -71 | -71 |
| B | 1723007918.169 | 164.718 | 55.085 | 51.816 | -100 | -72 | -78 | -70 | -80 | -79 | -75 | -77 |
| C | 1723008514.159 | 155.378 | 10.802 | 51.816 | -100 | -76 | -80 | -78 | -81 | -79 | -75 | -75 |
| D | 1723008563.150 | 15.283 | 61.322 | 51.816 | -80 | -79 | -77 | -76 | -66 | -78 | -77 | -74 |
| E | 1723008431.155 | 79.812 | 54.117 | 51.816 | -74 | -85 | -81 | -74 | -75 | -85 | -81 | -60 |
| F | 1723008129.143 | 28.019 | 85.037 | 51.816 | -72 | -85 | -79 | -76 | -73 | -71 | -68 | -73 |
| G | 1723008585.158 | 60.283 | 86.536 | 51.816 | -78 | -85 | -85 | -79 | -80 | -76 | -70 | -69 |
| H | 1723008704.147 | 212.266 | 3.318 | 51.816 | -106 | -105 | -109 | -94 | -100 | -90 | -86 | -104 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008361.141
- **Target RSSI fingerprint:** [-72, -85, -88, -100, -77, -73, -69, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.434354709360655,
86.77500247955322,
51.816
] | 8 |
12,154 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839209.166 | 123.114 | 106.468 | 51.816 | -82 | -84 | -77 | -76 | -82 | -77 | -69 | -76 |
| B | 1722839088.168 | 74.718 | 116.872 | 51.816 | -71 | -80 | -80 | -80 | -87 | -74 | -66 | -74 |
| C | 1722838732.150 | 65.378 | 65.343 | 51.816 | -88 | -81 | -75 | -82 | -79 | -83 | -86 | -74 |
| D | 1722838811.168 | 131.605 | 125.909 | 51.816 | -86 | -80 | -86 | -73 | -70 | -79 | -76 | -73 |
| E | 1722838818.167 | 113.774 | 155.064 | 51.816 | -89 | -81 | -69 | -80 | -71 | -77 | -82 | -71 |
| F | 1722839343.176 | 69.623 | 62.318 | 51.816 | -88 | -72 | -90 | -81 | -75 | -72 | -83 | -85 |
| G | 1722838820.147 | 108.680 | 163.664 | 51.816 | -92 | -85 | -71 | -85 | -78 | -78 | -84 | -73 |
| H | 1722838883.172 | 74.718 | 119.500 | 51.816 | -74 | -85 | -83 | -82 | -85 | -77 | -68 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839047.176
- **Target RSSI fingerprint:** [-86, -87, -86, -83, -84, -74, -77, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83062911341651,
166.6361379623413,
51.816
] | 8 |
31,200 | **[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 | 1723691767.151 | 196.988 | 134.402 | 51.816 | -85 | -77 | -85 | -77 | -84 | -84 | -78 | -80 |
| B | 1723691808.135 | 143.496 | 48.384 | 51.816 | -77 | -84 | -80 | -100 | -76 | -81 | -76 | -79 |
| C | 1723691853.136 | 207.177 | 64.905 | 51.816 | -85 | -83 | -87 | -76 | -100 | -81 | -75 | -71 |
| D | 1723691266.157 | 140.948 | 21.126 | 51.816 | -100 | -100 | -82 | -100 | -100 | -76 | -84 | -74 |
| E | 1723691504.147 | 156.232 | 105.566 | 51.816 | -79 | -81 | -83 | -80 | -74 | -81 | -77 | -76 |
| F | 1723691368.128 | 194.441 | 129.333 | 51.816 | -81 | -75 | -87 | -77 | -79 | -82 | -77 | -79 |
| G | 1723691412.148 | 159.628 | 59.637 | 51.816 | -75 | -86 | -83 | -82 | -76 | -79 | -75 | -76 |
| H | 1723691773.132 | 174.912 | 113.462 | 51.816 | -86 | -79 | -86 | -76 | -80 | -80 | -77 | -78 |
| I | 1723691571.140 | 187.648 | 122.751 | 51.816 | -86 | -78 | -86 | -77 | -79 | -82 | -77 | -77 |
| J | 1723691902.149 | 32.265 | 58.284 | 51.816 | -100 | -100 | -77 | -78 | -69 | -79 | -78 | -78 |
| K | 1723691586.141 | 130.759 | 72.085 | 51.816 | -83 | -79 | -78 | -76 | -100 | -75 | -71 | -74 |
| L | 1723691578.140 | 162.175 | 99.355 | 51.816 | -84 | -85 | -85 | -76 | -78 | -79 | -72 | -78 |
| M | 1723691340.129 | 225.008 | 90.292 | 51.816 | -78 | -75 | -77 | -78 | -75 | -77 | -80 | -78 |
| N | 1723691243.152 | 36.511 | 67.241 | 51.816 | -82 | -100 | -82 | -100 | -79 | -75 | -82 | -74 |
| O | 1723691547.140 | 226.706 | 94.445 | 51.816 | -84 | -71 | -85 | -80 | -76 | -73 | -81 | -76 |
| P | 1723691341.132 | 227.555 | 92.455 | 51.816 | -81 | -77 | -81 | -79 | -76 | -75 | -82 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691821.175
- **Target RSSI fingerprint:** [-73, -84, -80, -80, -75, -83, -81, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
189.346158091323,
90.94190120697021,
51.816
] | 16 |
13,830 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994768.200 | 7.642 | 65.410 | 51.816 | -66 | -75 | -76 | -86 | -82 | -76 | -74 | -71 |
| B | 1731994895.215 | 60.283 | 4.804 | 51.816 | -96 | -94 | -81 | -92 | -77 | -89 | -75 | -79 |
| C | 1731994661.226 | 22.925 | 42.824 | 51.816 | -74 | -75 | -86 | -86 | -87 | -78 | -77 | -81 |
| D | 1731994767.229 | 8.491 | 66.166 | 51.816 | -65 | -74 | -77 | -88 | -82 | -76 | -74 | -73 |
| E | 1731994470.224 | 5.943 | 55.125 | 51.816 | -62 | -75 | -77 | -89 | -84 | -79 | -79 | -73 |
| F | 1731994868.219 | 61.133 | 7.591 | 51.816 | -99 | -97 | -76 | -90 | -80 | -78 | -78 | -73 |
| G | 1731994466.210 | 19.528 | 44.681 | 51.816 | -81 | -77 | -86 | -87 | -89 | -90 | -85 | -80 |
| H | 1731994560.204 | 45.849 | 96.701 | 51.816 | -100 | -80 | -83 | -78 | -86 | -78 | -82 | -71 |
| I | 1731994506.221 | 73.019 | 44.827 | 51.816 | -92 | -88 | -79 | -78 | -79 | -80 | -77 | -68 |
| J | 1731994764.212 | 16.981 | 73.319 | 51.816 | -93 | -84 | -78 | -88 | -83 | -82 | -77 | -71 |
| K | 1731994432.217 | 122.265 | 71.368 | 51.816 | -91 | -92 | -85 | -76 | -75 | -77 | -70 | -80 |
| L | 1731994327.237 | 122.265 | 70.771 | 51.816 | -92 | -93 | -93 | -83 | -87 | -84 | -83 | -76 |
| M | 1731994338.214 | 112.925 | 77.605 | 51.816 | -96 | -92 | -87 | -77 | -82 | -76 | -71 | -76 |
| N | 1731994717.212 | 112.925 | 61.190 | 51.816 | -80 | -84 | -100 | -77 | -82 | -83 | -82 | -77 |
| O | 1731994848.232 | 71.321 | 15.739 | 51.816 | -100 | -94 | -79 | -73 | -75 | -72 | -70 | -74 |
| P | 1731994437.202 | 107.831 | 53.387 | 51.816 | -96 | -94 | -83 | -72 | -79 | -75 | -71 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994790.215
- **Target RSSI fingerprint:** [-91, -92, -84, -80, -85, -87, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.302192224363,
50.97152233123779,
51.816
] | 16 |
17,159 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004845.148 | 68.774 | 78.348 | 60.960 | -87 | -82 | -85 | -86 | -79 | -76 | -86 | -70 |
| B | 1723004930.140 | 128.208 | 42.770 | 60.960 | -89 | -83 | -81 | -83 | -80 | -76 | -78 | -65 |
| C | 1723004544.156 | 3.396 | 87.863 | 60.960 | -70 | -84 | -77 | -79 | -70 | -85 | -80 | -75 |
| D | 1723004712.156 | 125.661 | 47.455 | 60.960 | -87 | -83 | -84 | -83 | -82 | -77 | -81 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004691.211
- **Target RSSI fingerprint:** [-84, -75, -73, -72, -79, -70, -67, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.0005948062237,
12.11585521697998,
60.96
] | 4 |
5,666 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838889.168 | 97.642 | 138.649 | 51.816 | -100 | -100 | -76 | -76 | -100 | -74 | -66 | -72 |
| B | 1722838822.165 | 104.435 | 171.931 | 51.816 | -87 | -84 | -89 | -77 | -80 | -79 | -81 | -74 |
| C | 1722839060.167 | 16.132 | 126.546 | 51.816 | -81 | -85 | -71 | -74 | -81 | -86 | -75 | -74 |
| D | 1722838999.161 | 103.586 | 92.614 | 51.816 | -83 | -77 | -87 | -86 | -74 | -78 | -81 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838934.163
- **Target RSSI fingerprint:** [-75, -76, -90, -91, -72, -75, -84, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219211369689,
63.07410717010498,
51.816
] | 4 |
16,366 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841541.164 | 1.698 | 3.689 | 60.960 | -99 | -87 | -100 | -96 | -76 | -92 | -86 | -96 |
| B | 1722840903.176 | 111.227 | 156.153 | 60.960 | -88 | -100 | -72 | -71 | -74 | -77 | -76 | -70 |
| C | 1722841126.183 | 80.661 | 184.949 | 60.960 | -88 | -76 | -75 | -81 | -78 | -75 | -80 | -76 |
| D | 1722841237.155 | 38.208 | 95.069 | 60.960 | -76 | -83 | -79 | -80 | -73 | -83 | -81 | -69 |
| E | 1722840991.147 | 128.208 | 130.713 | 60.960 | -87 | -83 | -81 | -81 | -85 | -70 | -78 | -67 |
| F | 1722840911.177 | 91.699 | 190.138 | 60.960 | -89 | -86 | -75 | -76 | -84 | -79 | -85 | -73 |
| G | 1722840798.163 | 15.283 | 22.427 | 60.960 | -70 | -84 | -79 | -80 | -100 | -76 | -80 | -76 |
| H | 1722841425.202 | 78.963 | 68.117 | 60.960 | -78 | -82 | -75 | -82 | -80 | -73 | -70 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841094.162
- **Target RSSI fingerprint:** [-87, -85, -71, -74, -80, -81, -78, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15188309009883,
117.16416835784912,
60.96
] | 8 |
8,308 | **[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 | 1723009814.149 | 118.869 | 6.184 | 60.960 | -79 | -100 | -85 | -87 | -76 | -72 | -84 | -69 |
| B | 1723010281.203 | 87.453 | 35.684 | 60.960 | -78 | -73 | -80 | -89 | -79 | -72 | -69 | -76 |
| C | 1723010102.153 | 28.019 | 38.205 | 60.960 | -77 | -64 | -73 | -73 | -66 | -71 | -72 | -63 |
| D | 1723009986.143 | 45.849 | 84.997 | 60.960 | -84 | -76 | -74 | -70 | -86 | -100 | -73 | -82 |
| E | 1723009983.175 | 31.415 | 84.745 | 60.960 | -85 | -88 | -74 | -71 | -87 | -84 | -74 | -80 |
| F | 1723010032.146 | 156.227 | 8.413 | 60.960 | -75 | -100 | -84 | -86 | -70 | -60 | -87 | -74 |
| G | 1723010412.175 | 20.377 | 54.754 | 60.960 | -89 | -84 | -78 | -81 | -74 | -77 | -72 | -74 |
| H | 1723009956.153 | 27.170 | 42.678 | 60.960 | -89 | -68 | -84 | -90 | -80 | -69 | -71 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010209.138
- **Target RSSI fingerprint:** [-84, -66, -75, -72, -88, -77, -73, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.811550814357844,
84.34652328491211,
60.96
] | 8 |
26,478 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943483.160 | 26.321 | 54.687 | 60.960 | -78 | -76 | -70 | -76 | -76 | -77 | -73 | -71 |
| B | 1725942976.148 | 57.737 | 16.362 | 60.960 | -80 | -77 | -77 | -78 | -74 | -73 | -74 | -66 |
| C | 1725943435.162 | 49.246 | 90.876 | 60.960 | -77 | -72 | -78 | -80 | -74 | -78 | -68 | -69 |
| D | 1725943273.140 | 60.284 | 35.432 | 60.960 | -100 | -100 | -100 | -100 | -73 | -100 | -70 | -70 |
| E | 1725943255.396 | 106.133 | 32.619 | 60.960 | -82 | -80 | -79 | -72 | -73 | -78 | -74 | -59 |
| F | 1725943098.141 | 1.698 | 26.673 | 60.960 | -77 | -76 | -72 | -78 | -73 | -73 | -68 | -68 |
| G | 1725943019.182 | 18.679 | 117.761 | 60.960 | -64 | -75 | -74 | -76 | -75 | -77 | -78 | -77 |
| H | 1725943470.167 | 84.907 | 28.266 | 60.960 | -84 | -77 | -76 | -75 | -76 | -74 | -77 | -68 |
| I | 1725942925.172 | 94.247 | 6.317 | 60.960 | -82 | -71 | -65 | -72 | -72 | -70 | -85 | -83 |
| J | 1725943428.158 | 24.623 | 111.418 | 60.960 | -64 | -77 | -78 | -79 | -73 | -79 | -73 | -71 |
| K | 1725943355.152 | 78.114 | 61.813 | 60.960 | -79 | -78 | -72 | -68 | -81 | -77 | -79 | -82 |
| L | 1725942918.175 | 58.586 | 15.500 | 60.960 | -88 | -68 | -74 | -78 | -77 | -73 | -78 | -82 |
| M | 1725943146.155 | 104.435 | 38.988 | 60.960 | -82 | -100 | -76 | -72 | -84 | -75 | -81 | -81 |
| N | 1725943166.175 | 62.831 | 57.620 | 60.960 | -78 | -76 | -78 | -75 | -74 | -75 | -69 | -62 |
| O | 1725943436.157 | 52.642 | 87.797 | 60.960 | -79 | -77 | -78 | -81 | -75 | -79 | -69 | -68 |
| P | 1725942895.163 | 36.510 | 17.185 | 60.960 | -65 | -67 | -100 | -75 | -100 | -75 | -100 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725942942.159
- **Target RSSI fingerprint:** [-82, -76, -70, -75, -73, -68, -72, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13349902410214,
40.10308265686035,
60.96
] | 16 |
9,519 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999698.142 | 96.793 | 95.441 | 42.672 | -81 | -75 | -89 | -92 | -88 | -89 | -67 | -68 |
| B | 1722999582.138 | 17.830 | 23.409 | 42.672 | -74 | -100 | -88 | -75 | -76 | -71 | -71 | -68 |
| C | 1722999690.133 | 56.887 | 93.291 | 42.672 | -78 | -83 | -67 | -82 | -81 | -84 | -68 | -100 |
| D | 1722999556.152 | 32.264 | 87.518 | 42.672 | -87 | -86 | -74 | -78 | -74 | -69 | -80 | -69 |
| E | 1722999904.151 | 0.849 | 88.513 | 42.672 | -88 | -92 | -86 | -87 | -83 | -79 | -80 | -84 |
| F | 1722999927.148 | 113.774 | 98.771 | 42.672 | -84 | -72 | -100 | -87 | -85 | -86 | -68 | -71 |
| G | 1723000103.153 | 39.057 | 47.229 | 42.672 | -88 | -84 | -84 | -83 | -78 | -75 | -87 | -69 |
| H | 1722999563.151 | 1.698 | 85.753 | 42.672 | -89 | -86 | -87 | -82 | -75 | -74 | -83 | -75 |
| I | 1722999602.148 | 81.510 | 12.023 | 42.672 | -76 | -76 | -71 | -82 | -83 | -87 | -70 | -70 |
| J | 1722999906.175 | 7.642 | 89.243 | 42.672 | -76 | -81 | -89 | -87 | -89 | -89 | -66 | -82 |
| K | 1722999519.159 | 86.604 | 10.656 | 42.672 | -89 | -84 | -71 | -81 | -83 | -85 | -89 | -70 |
| L | 1722999744.156 | 92.548 | 12.249 | 42.672 | -89 | -79 | -77 | -82 | -80 | -81 | -88 | -71 |
| M | 1723000188.155 | 77.265 | 6.476 | 42.672 | -78 | -77 | -74 | -77 | -84 | -85 | -76 | -71 |
| N | 1722999717.183 | 138.397 | 75.986 | 42.672 | -88 | -78 | -100 | -78 | -86 | -83 | -73 | -61 |
| O | 1722999385.132 | 70.472 | 2.389 | 42.672 | -94 | -94 | -98 | -95 | -91 | -92 | -91 | -90 |
| P | 1722999649.166 | 61.982 | 47.176 | 42.672 | -87 | -81 | -69 | -75 | -80 | -82 | -84 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000064.301
- **Target RSSI fingerprint:** [-76, -73, -76, -73, -66, -66, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8499564490554,
16.335835456848145,
42.672000000000004
] | 16 |
28,402 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941288.171 | 73.869 | 83.723 | 51.816 | -79 | -83 | -82 | -76 | -78 | -80 | -79 | -65 |
| B | 1725940919.162 | 61.982 | 51.635 | 51.816 | -77 | -79 | -74 | -75 | -74 | -75 | -78 | -69 |
| C | 1725940784.152 | 106.134 | 21.153 | 51.816 | -76 | -82 | -70 | -71 | -72 | -70 | -77 | -62 |
| D | 1725940635.197 | 37.359 | 18.300 | 51.816 | -100 | -100 | -100 | -100 | -100 | -90 | -91 | -100 |
| E | 1725941199.203 | 90.850 | 66.856 | 51.816 | -82 | -78 | -81 | -77 | -78 | -77 | -77 | -69 |
| F | 1725940939.147 | 8.491 | 65.357 | 51.816 | -78 | -74 | -79 | -77 | -66 | -73 | -72 | -63 |
| G | 1725941488.157 | 31.416 | 21.140 | 51.816 | -100 | -94 | -100 | -100 | -100 | -83 | -86 | -100 |
| H | 1725940839.166 | 2.547 | 29.911 | 51.816 | -80 | -100 | -75 | -71 | -69 | -64 | -70 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941226.154
- **Target RSSI fingerprint:** [-79, -83, -79, -79, -76, -75, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.793150581657976,
21.962475776672363,
51.816
] | 8 |
7,534 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833696.155 | 123.114 | 69.656 | 60.960 | -100 | -83 | -81 | -90 | -70 | -83 | -82 | -78 |
| B | 1722834000.146 | 95.095 | 29.288 | 60.960 | -78 | -82 | -82 | -80 | -82 | -71 | -81 | -79 |
| C | 1722833416.160 | 63.680 | 9.687 | 60.960 | -100 | -71 | -94 | -78 | -75 | -80 | -78 | -92 |
| D | 1722833577.169 | 101.038 | 90.438 | 60.960 | -81 | -81 | -83 | -82 | -80 | -80 | -80 | -76 |
| E | 1722833694.154 | 127.359 | 64.189 | 60.960 | -100 | -82 | -82 | -90 | -73 | -81 | -84 | -81 |
| F | 1722833805.173 | 86.604 | 22.599 | 60.960 | -82 | -100 | -81 | -78 | -75 | -71 | -82 | -79 |
| G | 1722833771.158 | 90.001 | 81.029 | 60.960 | -85 | -89 | -87 | -76 | -84 | -82 | -78 | -77 |
| H | 1722833766.148 | 70.472 | 64.759 | 60.960 | -89 | -88 | -89 | -76 | -83 | -78 | -78 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833510.167
- **Target RSSI fingerprint:** [-91, -90, -81, -89, -81, -89, -82, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.90625560925015,
108.18012237548828,
60.96
] | 8 |
3,423 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000065.163 | 136.699 | 16.522 | 42.672 | -75 | -75 | -81 | -73 | -67 | -67 | -73 | -69 |
| B | 1723000151.155 | 111.227 | 97.484 | 42.672 | -83 | -86 | -85 | -75 | -88 | -89 | -69 | -67 |
| C | 1723000118.136 | 8.491 | 61.853 | 42.672 | -91 | -87 | -86 | -92 | -88 | -84 | -79 | -78 |
| D | 1722999878.139 | 41.604 | 48.039 | 42.672 | -85 | -84 | -88 | -81 | -81 | -81 | -88 | -67 |
| E | 1722999511.151 | 128.208 | 13.748 | 42.672 | -87 | -73 | -85 | -83 | -81 | -73 | -82 | -85 |
| F | 1722999699.138 | 101.887 | 95.454 | 42.672 | -82 | -89 | -85 | -78 | -89 | -90 | -67 | -68 |
| G | 1723000044.144 | 33.113 | 13.682 | 42.672 | -83 | -88 | -71 | -100 | -82 | -85 | -69 | -73 |
| H | 1722999769.152 | 66.227 | 91.221 | 42.672 | -86 | -93 | -87 | -90 | -86 | -82 | -72 | -73 |
| I | 1722999893.137 | 7.642 | 60.141 | 42.672 | -92 | -89 | -85 | -93 | -90 | -92 | -81 | -77 |
| J | 1722999900.157 | 0.000 | 88.474 | 42.672 | -90 | -84 | -90 | -90 | -79 | -76 | -81 | -79 |
| K | 1722999479.144 | 133.303 | 89.734 | 42.672 | -83 | -90 | -84 | -75 | -80 | -78 | -69 | -100 |
| L | 1723000095.159 | 78.114 | 48.888 | 42.672 | -83 | -80 | -87 | -79 | -83 | -86 | -87 | -65 |
| M | 1722999937.133 | 136.699 | 98.479 | 42.672 | -78 | -73 | -82 | -72 | -81 | -71 | -73 | -65 |
| N | 1722999528.150 | 78.963 | 18.366 | 42.672 | -83 | -88 | -75 | -86 | -81 | -81 | -71 | -66 |
| O | 1722999685.144 | 30.566 | 91.459 | 42.672 | -84 | -88 | -79 | -86 | -87 | -90 | -70 | -84 |
| P | 1722999497.150 | 140.095 | 43.434 | 42.672 | -79 | -79 | -84 | -78 | -77 | -68 | -75 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999983.125
- **Target RSSI fingerprint:** [-86, -79, -81, -83, -83, -76, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86841381917387,
39.18742656707764,
42.672000000000004
] | 16 |
37,822 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130005.108 | 53.492 | 9.740 | 60.960 | -84 | -76 | -80 | -84 | -81 | -80 | -69 | -68 |
| B | 1724129995.227 | 65.380 | 4.485 | 60.960 | -78 | -73 | -74 | -75 | -71 | -70 | -71 | -62 |
| C | 1724130114.145 | 34.813 | 48.994 | 60.960 | -84 | -100 | -73 | -75 | -81 | -75 | -75 | -71 |
| D | 1724130134.145 | 84.909 | 44.350 | 60.960 | -82 | -77 | -83 | -78 | -81 | -72 | -72 | -69 |
| E | 1724130037.129 | 77.267 | 75.827 | 60.960 | -76 | -76 | -100 | -75 | -68 | -72 | -76 | -70 |
| F | 1724130133.130 | 80.663 | 42.412 | 60.960 | -83 | -77 | -83 | -77 | -83 | -72 | -70 | -69 |
| G | 1724129978.132 | 144.345 | 42.293 | 60.960 | -86 | -79 | -80 | -84 | -82 | -71 | -80 | -81 |
| H | 1724129812.144 | 61.134 | 3.649 | 60.960 | -78 | -100 | -73 | -71 | -74 | -79 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129988.135
- **Target RSSI fingerprint:** [-82, -72, -74, -79, -73, -73, -69, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64488934250336,
20.170974731445312,
60.96
] | 8 |
29,742 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127130.142 | 80.663 | 47.389 | 42.672 | -100 | -85 | -80 | -76 | -84 | -83 | -85 | -63 |
| B | 1724127101.149 | 38.209 | 58.775 | 42.672 | -87 | -84 | -86 | -81 | -84 | -71 | -81 | -64 |
| C | 1724126979.138 | 120.570 | 30.694 | 42.672 | -88 | -89 | -83 | -88 | -86 | -100 | -87 | -100 |
| D | 1724127177.156 | 56.889 | 0.411 | 42.672 | -88 | -83 | -100 | -100 | -89 | -70 | -89 | -62 |
| E | 1724126648.128 | 28.869 | 54.581 | 42.672 | -70 | -100 | -100 | -72 | -71 | -70 | -58 | -65 |
| F | 1724127036.143 | 79.814 | 57.182 | 42.672 | -84 | -72 | -78 | -81 | -84 | -84 | -75 | -72 |
| G | 1724126664.125 | 73.021 | 77.645 | 42.672 | -78 | -79 | -82 | -82 | -77 | -85 | -84 | -81 |
| H | 1724127283.134 | 1.698 | 118.491 | 42.672 | -100 | -100 | -99 | -100 | -100 | -87 | -91 | -85 |
| I | 1724126365.131 | 5.095 | 114.921 | 42.672 | -87 | -100 | -100 | -100 | -97 | -79 | -98 | -76 |
| J | 1724126701.168 | 133.307 | 56.266 | 42.672 | -66 | -85 | -81 | -72 | -82 | -100 | -79 | -87 |
| K | 1724126953.126 | 113.778 | 63.777 | 42.672 | -100 | -87 | -86 | -82 | -86 | -90 | -79 | -89 |
| L | 1724126757.128 | 58.587 | 37.927 | 42.672 | -100 | -86 | -76 | -86 | -77 | -77 | -68 | -66 |
| M | 1724127135.131 | 102.739 | 58.655 | 42.672 | -100 | -87 | -81 | -80 | -85 | -90 | -80 | -91 |
| N | 1724127002.148 | 46.700 | 17.451 | 42.672 | -86 | -100 | -100 | -86 | -73 | -74 | -59 | -66 |
| O | 1724126741.132 | 31.416 | 52.776 | 42.672 | -84 | -76 | -78 | -82 | -80 | -84 | -75 | -79 |
| P | 1724126867.144 | 99.343 | 22.931 | 42.672 | -100 | -86 | -85 | -94 | -86 | -92 | -86 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127205.135
- **Target RSSI fingerprint:** [-82, -83, -81, -100, -83, -70, -83, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.73629011430283,
98.26714992523193,
42.672000000000004
] | 16 |
5,044 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008229.138 | 19.528 | 83.497 | 51.816 | -81 | -87 | -80 | -76 | -71 | -85 | -74 | -62 |
| B | 1723008594.159 | 105.284 | 87.584 | 51.816 | -84 | -84 | -75 | -88 | -100 | -69 | -78 | -100 |
| C | 1723008252.145 | 36.510 | 25.864 | 51.816 | -77 | -74 | -73 | -65 | -100 | -76 | -77 | -77 |
| D | 1723008528.133 | 143.492 | 44.841 | 51.816 | -75 | -76 | -86 | -82 | -75 | -83 | -83 | -79 |
| E | 1723007943.153 | 151.982 | 29.022 | 51.816 | -74 | -81 | -73 | -76 | -73 | -70 | -84 | -71 |
| F | 1723007910.158 | 192.737 | 27.868 | 51.816 | -74 | -82 | -82 | -82 | -73 | -77 | -74 | -83 |
| G | 1723008465.153 | 6.792 | 72.523 | 51.816 | -77 | -79 | -75 | -72 | -82 | -75 | -72 | -81 |
| H | 1723008118.181 | 3.396 | 81.427 | 51.816 | -81 | -83 | -79 | -77 | -83 | -85 | -65 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008179.145
- **Target RSSI fingerprint:** [-75, -73, -83, -76, -70, -82, -81, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
159.62369550514003,
8.094930648803711,
51.816
] | 8 |
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